Calderhead is a Scottish surname. Notable people with the surname include:

David Calderhead (1864–1938), Scottish footballer and manager David Calderhead Jr., Scottish footballer and manager, son of David Iris Calderhead (1889–1966), American suffragist and organizer William A. Calderhead (1844–1928), American politician from Kansas