Can you become a rocket scientist with a physics degree?

'Rocket science' is really more along the lines of aerospace engineering than physics or astrophysics. Physics/astrophysics are research fields; you might build things, but you usually aren't building rockets. Aerospace engineering is offered at plenty of schools, including many state universities.