Firefighters are trying to extinguish flames at the rear of the building on The West Mall.
Nine trucks and nearly three-dozen firefighters are involved in the response. They were called to the scene just before 5 p.m.
The West Mall has been shut down between Dundas Street and Paxman Road as a result, police say.
More to come.