diff --git a/dvc/output.py b/dvc/output.py
index f4630b572..bad7e9f52 100644
--- a/dvc/output.py
+++ b/dvc/output.py
@@ -737,7 +737,7 @@ class Output:
         elif self.hash_info:
             try:
                 obj = oload(self.odb, self.hash_info)
-            except FileNotFoundError:
+            except (FileNotFoundError, ObjectFormatError):
                 return None
         else:
             return None