Rangeley competed for Great Britain in the 1924 Summer Olympics held in Paris, France in the 4×100 metre relay where he won the silver medal with his teammates Harold Abrahams, Wilfred Nichol and Lancelot Royle. In the 100 metres event he was eliminated in the quarter-finals.