By far, the weapon of choice for most turkey hunters is a shotgun, with a 12 gauge probably being the most popular.
Air rifles are illegal to use in the state, err I mean "commonwealth" of Pennsylvania. Which is probably a good thing, theres to much risk of just injuring a bird with an air rifle.