Moss was born in Chicago, Illinois, but moved with his family to California in the 1960s. He attend grammar and high school in Eagle Rock in Los Angeles and became part-time set painter for Universal Studios while he was in college, where he sought a degree in marine biology. He ultimately left college to start his own prop company.