Orange flames burst through the windows of the derelict Beane Street building, as black smoke billowed into the sky.
More than a dozen people were evacuated from neighbouring buildings.
Fire and Rescue Crews were decontaminated for asbestos, after extinguishing the blaze in less than an hour.
Firefighters were called to a fire at the same building last month.
No one was injured.