Ten fire engines have been rushed to the spot, fire brigade sources said.
The building, called 'Aayakar Bhavan', houses office of the Commissioner of the Income Tax.
The fire call was received at 10.20 pm. There were no reports of casualties so far, the sources said.
Efforts were on to bring the fire under control.
