It happened in unincorporated Contra Costa County near Highway 4 off of Christie Road outside of Hercules.
The call came in around 10:30 p.m., firefighters had the fire contained by 11:00. A Hazmat team also responded.
No one was hurt and no evacuations were ordered. Officials have not said what started the fire on the train.