diff --git a/jedi/api_classes.py b/jedi/api_classes.py
index 6d4aac98..d49ea37d 100644
--- a/jedi/api_classes.py
+++ b/jedi/api_classes.py
@@ -296,7 +296,10 @@ class Definition(BaseDefinition):
         elif isinstance(d, pr.Module):
             return [self.module_name]
         elif isinstance(d, pr.Import):
-            return [n.names[-1] for n in d.get_defined_names()]
+            try:
+                return [n.names[-1] for n in d.get_defined_names()]
+            except AttributeError:
+                pass
         elif isinstance(d, pr.Statement):
             try:
                 return [a.values[0][0].name.names[-1]
diff --git a/test/regression.py b/test/regression.py
index f95321f1..3ab99616 100755
--- a/test/regression.py
+++ b/test/regression.py
@@ -415,6 +415,17 @@ class TestGetDefinitions(TestBase):
         assert len(definitions) == 1
         assert definitions[0].names == ['x', 'y']
 
+    def test_multiple_imports(self):
+        definitions = api.get_definitions("""
+        from module import a, b
+        from another_module import *
+        """)
+        assert len(definitions) == 3
+        assert definitions[0].names == ['a']
+        assert definitions[1].names == ['b']
+        assert definitions[2].names == []
+
+
 class TestSpeed(TestBase):
     def _check_speed(time_per_run, number=4, run_warm=True):
         """ Speed checks should typically be very tolerant. Some machines are