You can unenrol yourself from a course - look in the setttings block while on the course page for the 'unenrol me from...' link.
Not sure which course you can't join - is it SO71110A/SO71111A Abstraction & Change I&II? That is currently not set to allow self-enrolment, which would explain the problem. (Your tutor can contact us for help with this if needed).