The engine and two coaches of the Chennai-Palani Express derailed at 1:45am on Thursday at Dasampatti in Krishnagiri district.
Officials say no one was injured in the accident.
Rail services were disrupted along that line for nearly three hours following the derailment. Traffic has, however, resumed.
Passengers on the derailed train were later accommodated onto other trains.