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

Eduardo Figueroa Geisse (1916–2000), Chilean engineer, economist, businessman Gunnar Geisse (born 1962), German musician John Geisse (1920–1992), American businessman Manuel Aguirre Geisse (1909–2001), Chilean politician