The original screw was on the mirror. For some reason it was not tight, and the mirror would pop out if I put those sunshades which would sometimes cause the mirror to pop out and fall.
So, I got T20 Torx screwdriver from walmart and used it to tighten it. It's the same type of screw as seen...