The fire occurred in a building in the 3400-block of South Rhodes Avenue.
A man was transported in critical condition with smoke inhalation to the University of Chicago Medical Center, police said.
A woman was transported to Mercy Hospital in serious condition, police said.
The fire damaged three apartments in the building and a warming bus was sent to the scene with several people displaced by the fire.