In general, non-immigrant aliens are forbidden to possess any firearms or ammunition. But there is a big exception for a legal alien who:
...is in possession of a hunting license or permit lawfully issued in the United States
(See Title 18, USC Chapter 44, Section 922, part (y)(2) for details.)