The problem with a thicker thermal pad is that it loses a lot of effectiveness, and starts to become more of an insulator then a conductor of heat.
Thermal pads don't actually help transfer heat amazingly well, the best solution would be two perfectly flat pieces of metal touching directly, but that's not possible, so we use thermal pads/paste.