The call came in just before 7 a.m. on Friday after the fire sparked in the 4000 block of Richmond Street.
The blaze is along the Atlantic City Rail Line tracks.
Chopper 6 was overhead, where a large plume of dark smoke could be seen.
Large debris fire in Philadelphia's Port Richmond section
There has been no word on what started the fire.