diff --git a/silverback/application.py b/silverback/application.py
index 4a514802..4e9a9e14 100644
--- a/silverback/application.py
+++ b/silverback/application.py
@@ -56,7 +56,7 @@ def __init__(self, settings: Optional[Settings] = None):
         # NOTE: This allows using connected ape methods e.g. `Contract`
         provider = self.network.__enter__()
 
-        atexit.register(self.network.__exit__)
+        atexit.register(self.network.__exit__, None, None, None)
 
         self.signer = settings.get_signer()
         self.new_block_timeout = settings.NEW_BLOCK_TIMEOUT