 Storer was born at Ripley, Derbyshire, the son of John Storer, an engine smith, and his wife Elizabeth.In 1881 the family were living at Butterley Hill and he was a turner's apprentice.Storer was a specialist wicket keeper who was reputed to stand up to the wicket against fast bowlers.