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

Kåre Willoch (born 1928), Norwegian politician Odd Isaachsen Willoch (1885–1940), Norwegian naval officer Herman Willoch, Norwegian painter Erik Willoch, Norwegian jurist Sigurd Willoch, Norwegian art historian