The building is located close to the popular Shringar cinema hall.
At least 12 fire brigade vehicles were engaged in controlling the fire.
Police sources said that the fire was so intense that a portion of the building collapsed.
No casualties were reported so far.
Goods worth lakhs of rupees were completely destroyed in the fire.