Gelbart is a surname. Notable people with the surname include:
Abe Gelbart (1911–1994), Israeli-American mathematician (1878–1948), German composer Larry Gelbart (1928–2009), American comedy writer Mikhl Gelbart (1899–1966), American composer of Yiddish songs Stephen Gelbart (born 1946), Israeli-American mathematician