Can you use a paint airbrush for make-up?

I work with a tuition funded childrens theater and we are doing aladin. We need to make the boy playing genie blue but don't want to pancake make-up him. Do you know if the airbrush sets they sell at Hobby Lobby and places like that will work if we use actuall airbrush make up in it?