Glanton is a surname. Notable people with the surname include:
Adarius Glanton (born 1990), American football player De'Mon Glanton (born 1986), American football player John Joel Glanton (1819–1850), American soldier and outlaw Mike Glanton (born 1960), American politician Willie Stevenson Glanton (1923–2017), American lawyer and politician