Yes, they come off pretty easily, too easily as the car gets older.
When I had my car they were all coming loose on the ends. I pulled them up as far as they wanted to go, cleaned out underneath (you might want to do something about the rusting), test fit, then put in some RTV, and pushed them back in. I taped them down while the RTV dried. Worked well!