Gelmini is an Italian surname. Notable people with the surname include:

Mariastella Gelmini (born 1973), Italian politician and attorney Pierino Gelmini (1925 – 2014), Italian Roman Catholic priest Marcos Paulo Gelmini Gomes, (born 1988) Brazilian footballer of partial Italian descent