Featherstone ("Feathers") started his career as a schoolboy with his hometown club of Leeds United FC, having come through the ranks with his local club, Otley Express, and Leeds City Schoolboys.
Featherstone did not make any first team appearances for Blackburn Rovers, but was a prominent member of their youth teams.