General Railway Police (GRP) and Railway Protection Force (RPF) personnel led by SP (Railway) Shiv Kumar Sharma rushed to the spot. Fire tenders also reached soon.
As fire brigade officers were trying to douse the flames, fire broke out in another train (Amarnath Express).
Passengers were asked to vacate platform number one of the station as a precautionary measure, police said.
"No one was hurt in the incident," they said adding that Railway authorities have ordered a probe into the incident.