Rose stayed at Elland Road last year when fellow teenagers Tom Taiwo and Michael Woods chose to join Chelsea in a move that cost them £4m.
The transfer of Rose will be worth up to £1m to Leeds.
Rose follows Spurs' previous captures of Aaron Lennon, Paul Robinson and Robbie Keane from United.
