How to remove bulbs in visors?

I have a 2001 Blazer LT and the visors are broken. So the lights stay on under the visors. I tried to remove the bulbs but that was a no-go. Any tricks or tips to remove the bulbs?

I actually broke one of the mirror covers off of my visor. I use a "visor wallet" that straps around the vosor and routed one strap over the switch to hold it down and keep the light off.
Hope this helps.