Fayne is a surname. Notable people with the surname include:
People Dorothy Fayne (1889–1976), British actress Tony Fayne (1924–2009), English comedian Mark Fayne (born 1987), American ice hockey player
Characters George Fayne, a character in the Nancy Drew Mystery Stories series Michael Fayne, character in V Wars