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.
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