Roles and permissions

I'd like to remove the ability for students to Unenroll themselves from courses in which they're registered; currently, students get an "Unenroll Me" button. Where in the system can I change this ability? I've been through the permissions for these roles but can't seem to find the setting for this.

Thanks in advance for the response.