diff --git a/compose/service.py b/compose/service.py
index 106d5b264..2ca0e64d9 100644
--- a/compose/service.py
+++ b/compose/service.py
@@ -917,6 +917,10 @@ def get_container_data_volumes(container, volumes_option):
         if not mount:
             continue
 
+        # Volume was previously a host volume, now it's a container volume
+        if not mount.get('Name'):
+            continue
+
         # Copy existing volume from old container
         volume = volume._replace(external=mount['Source'])
         volumes.append(volume)
diff --git a/tests/integration/service_test.py b/tests/integration/service_test.py
index cde50b104..189eb9da9 100644
--- a/tests/integration/service_test.py
+++ b/tests/integration/service_test.py
@@ -343,6 +343,31 @@ class ServiceTest(DockerClientTestCase):
         )
         self.assertEqual(new_container.get_mount('/data')['Source'], volume_path)
 
+    def test_execute_convergence_plan_when_host_volume_is_removed(self):
+        host_path = '/tmp/host-path'
+        service = self.create_service(
+            'db',
+            build={'context': 'tests/fixtures/dockerfile-with-volume'},
+            volumes=[VolumeSpec(host_path, '/data', 'rw')])
+
+        old_container = create_and_start_container(service)
+        assert (
+            [mount['Destination'] for mount in old_container.get('Mounts')] ==
+            ['/data']
+        )
+        service.options['volumes'] = []
+
+        with mock.patch('compose.service.log', autospec=True) as mock_log:
+            new_container, = service.execute_convergence_plan(
+                ConvergencePlan('recreate', [old_container]))
+
+        assert not mock_log.warn.called
+        assert (
+            [mount['Destination'] for mount in new_container.get('Mounts')],
+            ['/data']
+        )
+        assert new_container.get_mount('/data')['Source'] != host_path
+
     def test_execute_convergence_plan_without_start(self):
         service = self.create_service(
             'db',