Six engines from Kent Fire and Rescue fought to contain the blaze for two hours near Dunton Green station.
Lines between Sevenoaks and Orpington were blocked and Network Rail is now working with the emergency services to determine the cause of the blaze.
Kent Fire and Rescue said: “There are no reports of any injuries and the cause of the fire has not been established.”