Half of a room on the second floor of the building in Trinity Road was damaged by the blaze.
One person escaped before firefighters arrived and the incident is being blamed on the unsafe disposal of smoking materials.
London Fire Brigade says you should have smoke alarms in every room where a fire could start and they should be tested regularly