The fire was reported around 3:00 p.m. Monday along the Conrail tracks near the 1500 block of South Pennsylvania Avenue.
Smoke drifted into New Jersey, resulting in several calls to emergency crews from Trenton residents.
No injuries were reported.
A cause is under investigation.