The fire in the 11-story building started at about 6 p.m. local time (09:00 GMT), according to the Yonhap news agency.
The blaze was put out in 20 minutes, with no victims reported.
The reasons behind the fire are reportedly being investigated.
The authorities believe that the blaze had started in an outdoor air conditioning unit.