Go to site admin>users>permissions>assign system roles and make sure you don't have your students assigned in there as they will appear on every course in your Moodle. Additionally make sure your default user is "authenticated user" and not "student" in users>permissions>user policies.
Just moving this discussion from the Lounge to the Using Moodle course.