Any idea how I can get the vibration sorted on my mirror. On corrugated roads (and the odd bumps) my mirror vibrates

I HATE rattles........
I have looked if I can unclip the unit (looks like it, but I cant get it off) and the stealers say they would just replace the whole thing

(I didn't even bother asking how much)
Any advice?