What do you call someone who isn't a celebrity?

Someone who isn't a celebrity is often referred to as a "non-celebrity" or "ordinary person." They may also be described as a "private citizen" or simply a "member of the public." This term distinguishes them from those who are widely recognized or famous in the media or public eye.