diff --git a/Tests/test_numpy.py b/Tests/test_numpy.py
index 147f94a71fd..6dc53d1e81f 100644
--- a/Tests/test_numpy.py
+++ b/Tests/test_numpy.py
@@ -1,4 +1,5 @@
 import warnings
+from copy import deepcopy
 
 import pytest
 
@@ -226,6 +227,14 @@ def test_load_first():
         assert a.shape == (88, 590)
 
 
+@skip_unless_feature("libtiff")
+def test_load_first_deepcopy():
+    with Image.open("Tests/images/g4_orientation_5.tif") as im:
+        im_deepcopy = deepcopy(im)
+        a = numpy.array(im_deepcopy)
+        assert a.shape == (88, 590)
+
+
 def test_bool():
     # https://github.com/python-pillow/Pillow/issues/2044
     a = numpy.zeros((10, 2), dtype=bool)
diff --git a/src/PIL/Image.py b/src/PIL/Image.py
index 5a43f6c4a43..bee9e23d088 100644
--- a/src/PIL/Image.py
+++ b/src/PIL/Image.py
@@ -672,7 +672,8 @@ def __array_interface__(self):
         return new
 
     def __getstate__(self):
-        return [self.info, self.mode, self.size, self.getpalette(), self.tobytes()]
+        im_data = self.tobytes()  # load image first
+        return [self.info, self.mode, self.size, self.getpalette(), im_data]
 
     def __setstate__(self, state):
         Image.__init__(self)