In 1904, Chapman moved back to his old club Northampton Town, playing a season effectively on loan from Notts County (as they kept his registration), before being transferred permanently in 1905 to Tottenham Hotspur for £70. He scored eleven goals for Spurs in their 1905–06 Southern League campaign. He spent 1906–07 in and out of the side, scoring just three goals. With the season drawing to a close, he decided that he had had "a good innings" and decided to leave Tottenham and professional football for good, in favour of pursuing his career in engineering.