Police said the thieves then stole a gray Hyundai Sonata from the lot near S Halsted and W Adams St.
One of the offenders hit a fence and another car while trying to get away in the stolen vehicle, police said.
No one is in custody at this time, according to CPD.
Area Central Detectives are investigating.