diff --git a/graphene/types/inputfield.py b/graphene/types/inputfield.py
index cf47b852..bf3538e3 100644
--- a/graphene/types/inputfield.py
+++ b/graphene/types/inputfield.py
@@ -1,4 +1,4 @@
-from graphql.error import INVALID
+from graphql import Undefined
 from .mountedtype import MountedType
 from .structures import NonNull
 from .utils import get_type
@@ -49,7 +49,7 @@ class InputField(MountedType):
         self,
         type,
         name=None,
-        default_value=INVALID,
+        default_value=Undefined,
         deprecation_reason=None,
         description=None,
         required=False,