Go to Assignments.
Select the Assignments tool in the site Tool Menu.
Select the assignment(s) you want to delete.
In the Remove? column, check the corresponding box(es) for the assignment folder(s) to delete.
Select Remove Selected.
Select the Remove Selected button at the bottom of the assignment listing.