Two fire engines from Nelson and Colne attended the collision, involving two vehicles, on Fernlea Avenue in Barnoldswick at 6.18pm.
Firefighters, who were at the scene for one-and-a-half hours, gave first aid to the three injured before they were taken to hospital by North West Ambulance Service.