Gelbert is a surname. Notable people with the surname include:
Alexandre Gelbert (1910–1988), Swiss sailor Carlos Gelbert (born 1948), Australian writer Charlie Gelbert (1906–1967), American baseball player Charlie Gelbert (American football) (1871–1936), American football player Charles Gelbert Neese (1916–1989), American judge