Fire broke out in the Karmabhoomi Express near Sarai Banjara railway station in Punjab's Patiala district.
Three general coaches were engulfed, while a fourth suffered minor damage as strong winds spread the blaze.
More than 1,500 passengers escaped unhurt after railway officials detached the affected coaches from the train.