Police and the fire service were called shortly before 6am to Flaxley Road in Fletton.
Smoke can be seen from a distance and several people have reported hearing loud explosions.
Police have now closed the A605 in the direction towards Cardea according to people at the scene.
There are said to be no injuries.
