According to local authorities, a BNSF train with about 12 empty coal cars derailed about 8.40am Saturday.
The Sterling Fire Department told local news channels there were no injuries and the fires were put out quickly
Sterling is about 130 miles northeast of Denver.
The derailment comes two weeks after a 73-car CSX coal train derailed in western Maryland.