Arnison is a surname. Notable people with the surname include:

Billy Arnison (1924–1996), South African footballer Charles Arnison (1893–1974), British WWI flying ace John Arnison, British music manager and producer Paul Arnison (born 1977), British footballer Peter Arnison (born 1940), Australian politician

[ John Arnison (born 1962) British photographer

See also Arneson