First appears: 1835-1836 Matier's Belfast Directory
A surmise - this street may have been named after a former Lord Lieutenant of Ireland: Philip Stanhope, 4th Earl of Chesterfield. He held office in 1745–1746. The 1842-43 edition of Martin’s Belfast Directory lists it in the name of streets with a reference to “Lodge road”.