Authorities then shifted two Air Indian planes from the hangar to the parking bay.
Sixteen fire engines are engaged in fighting the blaze, fire brigade sources said.
Airport sources said flights which take off or land at the Koikhali end of the Netaji Subhash Chander airport were doing so from the Madhyamgram side as smoke from the blaze has enveloped the area.
However, flight schedule was not disrupted, Airport operations Director General Mahesh Kaul said.