diff --git a/app/code/Magento/Multishipping/Controller/Checkout.php b/app/code/Magento/Multishipping/Controller/Checkout.php
index 1870736a0efd9..92417c7cb3a18 100644
--- a/app/code/Magento/Multishipping/Controller/Checkout.php
+++ b/app/code/Magento/Multishipping/Controller/Checkout.php
@@ -8,6 +8,7 @@
 use Magento\Customer\Api\AccountManagementInterface;
 use Magento\Customer\Api\CustomerRepositoryInterface;
 use Magento\Framework\App\RequestInterface;
+use Magento\Framework\Exception\StateException;
 
 /**
  * Multishipping checkout controller
@@ -84,6 +85,7 @@ protected function _getCheckoutSession()
      *
      * @param RequestInterface $request
      * @return \Magento\Framework\App\ResponseInterface
+     * @throws \Magento\Framework\Exception\NotFoundException
      * @SuppressWarnings(PHPMD.CyclomaticComplexity)
      * @SuppressWarnings(PHPMD.NPathComplexity)
      */
@@ -152,7 +154,15 @@ public function dispatch(RequestInterface $request)
             return parent::dispatch($request);
         }
 
-        $quote = $this->_getCheckout()->getQuote();
+        try {
+            $checkout = $this->_getCheckout();
+        } catch (StateException $e) {
+            $this->getResponse()->setRedirect($this->_getHelper()->getMSNewShippingUrl());
+            $this->_actionFlag->set('', self::FLAG_NO_DISPATCH, true);
+            return parent::dispatch($request);
+        }
+
+        $quote = $checkout->getQuote();
         if (!$quote->hasItems() || $quote->getHasError() || $quote->isVirtual()) {
             $this->getResponse()->setRedirect($this->_getHelper()->getCartUrl());
             $this->_actionFlag->set('', self::FLAG_NO_DISPATCH, true);
diff --git a/app/code/Magento/Multishipping/Helper/Url.php b/app/code/Magento/Multishipping/Helper/Url.php
index e293e3d4d7121..eaefa8fe8bee3 100644
--- a/app/code/Magento/Multishipping/Helper/Url.php
+++ b/app/code/Magento/Multishipping/Helper/Url.php
@@ -63,6 +63,16 @@ public function getMSShippingAddressSavedUrl()
         return $this->_getUrl('multishipping/checkout_address/shippingSaved');
     }
 
+    /**
+     * Retrieve register url
+     *
+     * @return string
+     */
+    public function getMSNewShippingUrl()
+    {
+        return $this->_getUrl('multishipping/checkout_address/newShipping');
+    }
+
     /**
      * Retrieve register url
      *
diff --git a/app/code/Magento/Quote/Model/ShippingMethodManagement.php b/app/code/Magento/Quote/Model/ShippingMethodManagement.php
index ade2649d0b1b0..f62866539c6cc 100644
--- a/app/code/Magento/Quote/Model/ShippingMethodManagement.php
+++ b/app/code/Magento/Quote/Model/ShippingMethodManagement.php
@@ -16,6 +16,7 @@
 use Magento\Quote\Api\Data\AddressInterface;
 use Magento\Quote\Api\Data\EstimateAddressInterface;
 use Magento\Quote\Api\ShipmentEstimationInterface;
+use Magento\Quote\Model\ResourceModel\Quote\Address as QuoteAddressResource;
 
 /**
  * Shipping method read service
@@ -63,6 +64,11 @@ class ShippingMethodManagement implements
      */
     private $addressFactory;
 
+    /**
+     * @var QuoteAddressResource
+     */
+    private $quoteAddressResource;
+
     /**
      * Constructor
      *
@@ -71,13 +77,15 @@ class ShippingMethodManagement implements
      * @param \Magento\Customer\Api\AddressRepositoryInterface $addressRepository
      * @param Quote\TotalsCollector $totalsCollector
      * @param AddressInterfaceFactory|null $addressFactory
+     * @param QuoteAddressResource|null $quoteAddressResource
      */
     public function __construct(
         \Magento\Quote\Api\CartRepositoryInterface $quoteRepository,
         Cart\ShippingMethodConverter $converter,
         \Magento\Customer\Api\AddressRepositoryInterface $addressRepository,
         \Magento\Quote\Model\Quote\TotalsCollector $totalsCollector,
-        AddressInterfaceFactory $addressFactory = null
+        AddressInterfaceFactory $addressFactory = null,
+        QuoteAddressResource $quoteAddressResource = null
     ) {
         $this->quoteRepository = $quoteRepository;
         $this->converter = $converter;
@@ -85,6 +93,8 @@ public function __construct(
         $this->totalsCollector = $totalsCollector;
         $this->addressFactory = $addressFactory ?: ObjectManager::getInstance()
             ->get(AddressInterfaceFactory::class);
+        $this->quoteAddressResource = $quoteAddressResource ?: ObjectManager::getInstance()
+            ->get(QuoteAddressResource::class);
     }
 
     /**
@@ -171,9 +181,9 @@ public function set($cartId, $carrierCode, $methodCode)
      * @param string $methodCode The shipping method code.
      * @return void
      * @throws InputException The shipping method is not valid for an empty cart.
-     * @throws CouldNotSaveException The shipping method could not be saved.
      * @throws NoSuchEntityException CThe Cart includes virtual product(s) only, so a shipping address is not used.
-     * @throws StateException The billing or shipping address is missing. Set the address and try again.
+     * @throws StateException The billing or shipping address is not set.
+     * @throws \Exception
      */
     public function apply($cartId, $carrierCode, $methodCode)
     {
@@ -191,6 +201,8 @@ public function apply($cartId, $carrierCode, $methodCode)
         }
         $shippingAddress = $quote->getShippingAddress();
         if (!$shippingAddress->getCountryId()) {
+            // Remove empty quote address
+            $this->quoteAddressResource->delete($shippingAddress);
             throw new StateException(__('The shipping address is missing. Set the address and try again.'));
         }
         $shippingAddress->setShippingMethod($carrierCode . '_' . $methodCode);
diff --git a/app/code/Magento/Quote/Test/Unit/Model/ShippingMethodManagementTest.php b/app/code/Magento/Quote/Test/Unit/Model/ShippingMethodManagementTest.php
index 198f1c54a42b4..34d7707d31666 100644
--- a/app/code/Magento/Quote/Test/Unit/Model/ShippingMethodManagementTest.php
+++ b/app/code/Magento/Quote/Test/Unit/Model/ShippingMethodManagementTest.php
@@ -15,7 +15,9 @@
 use Magento\Quote\Model\Quote\Address\Rate;
 use Magento\Quote\Model\Quote\TotalsCollector;
 use Magento\Quote\Model\QuoteRepository;
+use Magento\Quote\Model\ResourceModel\Quote\Address as QuoteAddressResource;
 use Magento\Quote\Model\ShippingMethodManagement;
+use Magento\Store\Model\Store;
 use PHPUnit_Framework_MockObject_MockObject as MockObject;
 
 /**
@@ -83,6 +85,16 @@ class ShippingMethodManagementTest extends \PHPUnit\Framework\TestCase
      */
     private $totalsCollector;
 
+    /**
+     * @var Store|MockObject
+     */
+    private $storeMock;
+
+    /**
+     * @var QuoteAddressResource|MockObject
+     */
+    private $quoteAddressResource;
+
     protected function setUp()
     {
         $this->objectManager = new ObjectManager($this);
@@ -98,7 +110,8 @@ protected function setUp()
         $className = \Magento\Framework\Reflection\DataObjectProcessor::class;
         $this->dataProcessor = $this->createMock($className);
 
-        $this->storeMock = $this->createMock(\Magento\Store\Model\Store::class);
+        $this->quoteAddressResource = $this->createMock(QuoteAddressResource::class);
+        $this->storeMock = $this->createMock(Store::class);
         $this->quote = $this->getMockBuilder(Quote::class)
             ->disableOriginalConstructor()
             ->setMethods([
@@ -150,6 +163,7 @@ protected function setUp()
                 'converter' => $this->converter,
                 'totalsCollector' => $this->totalsCollector,
                 'addressRepository' => $this->addressRepository,
+                'quoteAddressResource' => $this->quoteAddressResource,
             ]
         );
 
@@ -362,6 +376,7 @@ public function testSetMethodWithoutShippingAddress()
         $this->quote->expects($this->once())
             ->method('getShippingAddress')->will($this->returnValue($this->shippingAddress));
         $this->shippingAddress->expects($this->once())->method('getCountryId')->will($this->returnValue(null));
+        $this->quoteAddressResource->expects($this->once())->method('delete')->with($this->shippingAddress);
 
         $this->model->set($cartId, $carrierCode, $methodCode);
     }
@@ -421,6 +436,7 @@ public function testSetMethodWithoutAddress()
             ->method('getShippingAddress')
             ->willReturn($this->shippingAddress);
         $this->shippingAddress->expects($this->once())->method('getCountryId');
+        $this->quoteAddressResource->expects($this->once())->method('delete')->with($this->shippingAddress);
 
         $this->model->set($cartId, $carrierCode, $methodCode);
     }