Crash 2 is my favorite, it has most of what is good from the 3rd game, but is more difficult and doesn't have as many annoying gimmick levels.
I'm not a fan of the underwater or jetski levels in crash 3.
Though with the remake the first game is really improved and could make a case also, it was my least favorite by far, but now with the few changes they made... it's pretty great.