The blaze was reported just before noon in the 200 block of Mount Vernon Street.
Fire officials say the blaze broke out in a vacant row house.
Video from Chopper 6 HD showed crews working to keep the flames from spreading to several occupied homes on the end of the block.
No injuries were reported. The cause has not yet been determined.