Air gun
#3

Back to the question. I would not shoot any game animal with a caliber smaller than .22 (5.5 mm & 5.6 mm)
If you want to you can go bigger, I would recommend shooting a .45 and it has to be PCP.
Just make sure you are dead on with your airgun before attempting to take a game animal. Be comfortable with the gun and its capabilities.