diff --git a/mars/services/storage/tests/test_transfer.py b/mars/services/storage/tests/test_transfer.py
index 6a239e5658..4dec9f9337 100644
--- a/mars/services/storage/tests/test_transfer.py
+++ b/mars/services/storage/tests/test_transfer.py
@@ -183,6 +183,9 @@ async def test_cancel_transfer(create_actors, mock_sender, mock_receiver):
     data1 = np.random.rand(10, 10)
     await storage_handler1.put('mock', 'data_key1',
                                data1, StorageLevel.MEMORY)
+    data2 = pd.DataFrame(np.random.rand(100, 100))
+    await storage_handler1.put('mock', 'data_key2',
+                               data2, StorageLevel.MEMORY)
 
     used_before = (await quota_refs[StorageLevel.MEMORY].get_quota())[1]
 
@@ -207,6 +210,19 @@ async def test_cancel_transfer(create_actors, mock_sender, mock_receiver):
     get_data = await storage_handler2.get('mock', 'data_key1')
     np.testing.assert_array_equal(data1, get_data)
 
+    # cancel when fetch the same data Simultaneously
+    if mock_sender is MockSenderManagerActor:
+        send_task1 = asyncio.create_task(sender_actor.send_batch_data(
+            'mock', ['data_key2'], worker_address_2, StorageLevel.MEMORY))
+        send_task2 = asyncio.create_task(sender_actor.send_batch_data(
+            'mock', ['data_key2'], worker_address_2, StorageLevel.MEMORY))
+        await asyncio.sleep(0.5)
+        send_task1.cancel()
+        with pytest.raises(asyncio.CancelledError):
+            await send_task2
+        with pytest.raises(DataNotExist):
+            await storage_handler2.get('mock', 'data_key2')
+
 
 @pytest.mark.asyncio
 async def test_transfer_same_tasks(create_actors):
diff --git a/mars/services/storage/transfer.py b/mars/services/storage/transfer.py
index 0f5622b4ad..12462b5734 100644
--- a/mars/services/storage/transfer.py
+++ b/mars/services/storage/transfer.py
@@ -187,7 +187,7 @@ def __init__(self,
         self._lock = asyncio.Lock()
 
     async def __post_create__(self):
-        if self._storage_handler is None: # for test
+        if self._storage_handler is None:  # for test
             self._storage_handler = await mo.actor_ref(
                 self.address, StorageHandlerActor.gen_uid('numa-0'))
 
@@ -261,6 +261,7 @@ async def do_write(self, message: TransferMessage):
         await asyncio.gather(*close_tasks)
         for data_key in finished_keys:
             self._key_to_writer_info.pop((session_id, data_key))
+            self._writing_keys[(message.session_id, data_key)].is_success = True
             self._writing_keys[(session_id, data_key)].set()
             self._decref_writing_key(session_id, data_key)
 
@@ -276,6 +277,8 @@ async def receive_part_data(self, message: TransferMessage):
                     await self._storage_handler.delete(
                         message.session_id, data_key, error='ignore')
                     await writer.clean_up()
+                    self._writing_keys[(message.session_id, data_key)].is_success = False
+                    self._writing_keys[(message.session_id, data_key)].set()
                     self._key_to_writer_info.pop((
                         message.session_id, data_key))
             raise
@@ -283,5 +286,11 @@ async def receive_part_data(self, message: TransferMessage):
     async def wait_transfer_done(self, session_id, data_keys):
         await asyncio.gather(*[self._writing_keys[(session_id, key)].wait()
                                for key in data_keys])
-        [self._decref_writing_key(session_id, data_key)
-         for data_key in data_keys]
+        try:
+            if not all(self._writing_keys[(session_id, key)].is_success
+                       for key in data_keys):
+                raise asyncio.CancelledError(f'Transfer cancelled for'
+                                             f' data {session_id, data_keys}')
+        finally:
+            for data_key in data_keys:
+                self._decref_writing_key(session_id, data_key)