Fire officials said the incident occured at Madhusudhan chawl near Century Mill at around 11:45 am.
Eight fire engines were pressed into service and they douse the flames at around 1:40 PM, the official said.
No one was injured in the blaze, he said, adding the cause of fire was not known yet.