You can't get unfamous. You can get infamous but you can't get unfamous.
I'm trying to remain unfamous.
I don't know if high society is different in other cities, but in Hollywood, important people can't stand to be invited someplace that isn't full of other important people. They don't mind a few unfamous people being present because they make good listeners.