The mishap occurred around 10 pm and rescue operations were on at the site, Joint Director of Fire and Rescue Services S Vijayasekar told PTI.
The injured have been taken to hospital.
The building was located near the Customs House in the Second Line Beach area, housing a number of commercial establishments and offices, in the city.