Gunson is a surname. Notable people with the surname include:
Ella Gunson (born 1989), New Zealand field hockey player Gordon Gunson (1904–1991), English footballer James Gunson (1877–1963), New Zealand businessman and politician Joe Gunson (1863–1942), American baseball player Lyn Gunson (born 1953), netball player and coach from New Zealand