How do I remove a student from my Blackboard section roll?

Be careful with this, as all records of student activity are removed and it is like the student never enrolled in your course.
Unless the student never came to class, it is recommended that you change the course availability for that student.

To remove a student:

In the Control Panel, go to Users and Groups à Users