If they walked into a room, would you recognise them instantly? Who is the most famous person to have ever walked the Earth?
Famous is associated with persons or things that have received wide public attention and are generally well-known.
Renowned suggests fame achieved through some outstanding accomplishment.
Celebrated is associated to persons or things that have received public honor and praise.