The four-storeyed building collapsed at about 10.30 PM last night, a police official said.
As fire brigade personnel and locals joined hands in rescue operation, the authorities sought the help of the Army in the wee hours this morning.
So far, three bodies were recovered. Nine injured people were rescued and admitted to hospital, the official said adding that rescue work was continuing as several people were feared trapped inside.