Bertine Sutton was born in Kensington, the son of the Reverend Alfred Sutton and his wife Bertha Frances Entwisle, and grandson of James Sutton of Shardlow.
His first club was Osmaston, who played near his home town of Shardlow in Derbyshire, and from there he joined Derby County.