Watson is being held without bond. He faces up to 20 years in prison.
Five ambulances were sent to the scene because Chicago Fire Department personnel at first thought there had been a small fire in the station.
Police say one person was treated at the scene for minor injuries from the dye pack explosion. Afternoon rush hour Red Line trains were temporarily rerouted to the elevated tracks.
The Associated Press contributed to this report.