The "Current Courses" label at the top of Blackboard's Courses page is a filter. Click the heading to narrow displayed courses to a specific course group.
If you are looking for a course, particularly a course from a previous term (or for a future term), it will likely not appear in the CURRENT COURSES list. Switch to the term in which the course was (or will be) offered, and try searching there.