Video from the scene showed crews dousing the flames with water.
The fire happened at a building near West 18th Street and South Springfield Avenue, in the Lawndale neighborhood, Chicago fire officials said.
Everyone got out of the building safely, firefighters said.
The extent of the damage was not immediately known.
The cause of the fire was not immediately known.