I think 12 with a responsible adult relative is fine. This gives fathers the chance to take their sons hunting before the sons get interested in cars, women, alcohol and think they know everything.

By yourself, I'd have to say 18. That's the state law in CA for being able to have a rifle or shotgun (not pistols) by yourself.