Press "F2" after entering, and the page you are reading will jump to the place where you set the bookmark. Don't turn the page at this time. You will find the Delete button on the bottom line, so the bookmark will be deleted.

If you want to delete another bookmark, press F2 to enter the next bookmark location. Then press delete.