It happened in a three-story building in the 2100-block of Kenilworth. The fire was in the basement and there were reportedly no working smoke detectors.
Firefighters rescued two people, and they were taken to a hospital with critical injuries.
There was no immediate word on their conditions or the cause of the fire.