Gelmini is an Italian surname. Notable people with the surname include: Mariastella Gelmini (born 1973), Italian politician and attorney Pierino Gelmini, Italian Roman Catholic priest Marcos Paulo Gelmini Gomes, (born 1988) Brazilian footballer of partial Italian descent Italian-language surnames