The blaze broke out around 1:30 a.m. on Schuylkill Avenue near Wharton Street.
A marine firefighting unit joined firefighters on land to fight the stubborn blaze.
It took about a half hour to get it under control.
There were no immediate reports of injuries.
The cause of the blaze is under investigation.
