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

Jean Rouch (1917–2004), French film director and anthropologist Mickaël Rouch (born 1993), French rugby player Peter Rouch (born 1966), British Anglican clergyman

See also Rouch Point, a headland of Antarctica