The blaze took more than 300 firemen to extinguish, emergency officials said in a statement.
Seven hundred residents were evacuated as a result of the incident, the Russian news agency RIA Novosti reported.
The investigative committee said the derailment was likely caused by faulty wiring.
No injuries had been reported.
Notable deaths of 2014 [PHOTOS]