Grenville was the second son of Richard Grenville and Hester Temple. His older brother was Richard Grenville-Temple. Grenville went to school at Eton College and at Christ Church College, Oxford. He entered Parliament in 1741 as member for Buckingham, and represented Buckingham until his death.