Middlemiss is a surname. Notable people with the surname include:
Bert Middlemiss (1888–1941) was a professional footballer
Glen Middlemiss (1956), Australian rules footballer
Jayne Middlemiss (born 1971), English television and radio presenter
Philip Middlemiss (born 1963), British television and radio actor
Russell Middlemiss (born 1929), former Australian rules footballer