Chicago Fire Department spokesman Richard Rosado says 19 people were taken to hospitals, most with respiratory complaints, though none suffered life-threatening injuries.
He says five people were transported in serious to critical condition, three were in fair to serious and 11 had minor injuries.
Transit spokeswoman Catherine Hosinski says the fire was quickly extinguished and investigators are trying to determine was started the blaze.