The blaze occurred around 4 PM in the building, which houses a hospital, a BMC Disaster Cell official said.
Eight fire engines, four water tankers and two ambulances have been rushed to the spot, he said.
However, no casualties have been reported so far, the official said.
The cause of the fire is not known yet and further details are awaited.