The Irish republican social campaigner Michael Davitt worked as a child at Stelfoxe's Victoria Mill (later the Victoria and Alliance Mill) in Baxenden.
The station gave its name to the nearby Baxenden Bank - a two-mile section towards Accrington that included gradients as steep as 1 in 38.