Subscribers have access to edit.php

In my wordpress installation subscribers have access to wp-admin/edit.php.
I have confirmed that the Subscriber role only has the READ capability, yet they are able to access the edit page and submit new Posts (for review).

I want to restrict this functionality and not provide any access to subscribers other than reading the posts. How can I do that?