Fire service personnel said one person who was rescued died later and that operations are on to extricate two others still trapped under the debris.
Officials suspect non-maintenance of the building over a long period could have led to the collapse and said a notice has been issued to demolish it.
An enquiry would be held to ascertain the reasons behind the collapse, they said.