Caveman.
Cavemen know how to survive on their own. They know how to kill, and will not hesitate to.
Astronauts do not necessarily have any fighting skills at all. Sure they are more evolved and might know different ways to kill someone, but if there's no weapons, I'd say the caveman wins.
