Michael Jackson is a famous person and a celebrity.

(ahem, some would consider him
infamous.)
The word
celebrity comes from
celebrate, which has a positive meaning. Meaning, however, can be subjective, so, for example, a criminal who receives a great deal of media attention might consider himself/herself a celebrity.