It happened just before 11 pm Wednesday at Price and Yale Avenues.
Firefighters say smoke was coming from the back of the home containing 11 people, who were inside the home at the time of the fire.
It turns out the fire was between a detached garage and the building.
Two of the 11 were transported to the hospital with minor injuries.
Fire officials say most of the victims were elderly.