Warholm is a Norwegian surname. Notable people with the surname include:

David Warholm (1888–1971), Swedish fencer Harald Warholm (1920–1967), Norwegian politician Karsten Warholm (born 1996), Norwegian track athlete Sebastian Warholm (born 1995), Norwegian actor