A heavy fuel oil tank no 2 caught fire at 8pm reportedly after a blast, official sources said.
HFO tank is away from the plant's main building and there is no danger to plant and machinery of units.
Fire tenders have rushed to site and efforts are being made to control the fire.
All the senior plant officials have reached the site, the sources said.