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

Kelvin Torve (born 1960), American baseball player and coach Kristian Torve (born 1993), Norwegian politician Tove-Lise Torve (born 1964), Norwegian politician

See also Tõrve, village in Põltsamaa Parish, Jõgeva County, Estonia Tore (given name)