diff --git a/mindspore/python/mindspore/common/tensor.py b/mindspore/python/mindspore/common/tensor.py
index 419d56af344..06177551522 100644
--- a/mindspore/python/mindspore/common/tensor.py
+++ b/mindspore/python/mindspore/common/tensor.py
@@ -434,6 +434,9 @@ class Tensor(Tensor_):
             >>> print(output)
             [1 2]
         """
+        if isinstance(array, np.ndarray) and not array.flags['C_CONTIGUOUS']:
+            array = np.ascontiguousarray(array)
+
         return Tensor(Tensor_.from_numpy(array))
 
     def assign_value(self, value):
diff --git a/tests/ut/python/ir/test_tensor.py b/tests/ut/python/ir/test_tensor.py
index 110772b8ed2..83bd1d0a5d3 100644
--- a/tests/ut/python/ir/test_tensor.py
+++ b/tests/ut/python/ir/test_tensor.py
@@ -555,3 +555,7 @@ def test_tensor_from_numpy():
     with pytest.raises(TypeError):
         # incorrect input.
         t = ms.Tensor.from_numpy([1, 2, 3])
+
+    x = np.array([[1, 2], [3, 4]], order='F')
+    b = Tensor.from_numpy(x)
+    assert np.all(b.asnumpy() == np.array([[1, 2], [3, 4]]))