The affected train lines were the UP West Line, Milwaukee North, Milwaukee West, and North Central Service, Metra said.
As of 7 p.m., the train lines were operating again with extensive delays, Metra said.
No further information about the circumstances surrounding the incident was immediately available.
Chicago police and Metra police are investigating.