The waste tyres - in a street off Prosser Street, Bilston - caused huge flumes of black smoke to fill the sky around south east Wolverhampton.
Fire crews sent three appliances to the scene from Bilston, Wednesbury and Tipton.
West Midlands Fire Service warned people to avoid the area.