A plume of smoke is also blanketing some of the city.
Fire officials said the blaze is confined to the property of the refinery, according to WCAU.
Philadelphia Energy Solutions is the largest refinery on the East Coast and employs about 1,000 people.
Authorities have not said if any workers were injured, the television station reported.
A Sunoco oil refinery caught fire in southwest Philadelphia early Friday.