"The building collapsed at around 11:45 AM. Two women and a man were pulled out of the rubble and taken to a nearby hospital where the two women were declared dead," Deputy Commissioner of Police (North) Sindhu Pillai said.
The man is undergoing treatment in the hospital.
Police and fire officials are on the spot and rescue operations are on.