The crash occurred at the entrance to Luke Air Force Base in Glendale, outside Phoenix. The base trains pilots to fly F-16s.
Base spokesman Capt. Jerry Gonzalez said the pair allegedly stole a car and drove through a security gate as they attempted to flee from authorities.
Gonzalez said base security forces set up a roadblock. As the driver tried to run it, security officers fearing for their safety opened fire.