From Wiktionary, the free dictionary
From non- + star.
nonstar (plural nonstars)
- Someone who is not a star
2008 February 4, Thayer Evans, “Change of Teams Changes Everything for Hixon”, in New York Times[1]:He […] has been one of the Giants’ most interviewed nonstars.