The incident occured in Midsummer Boulevard, before 9am. Appliances and crews from Broughton and Great Holm attended.
They used one hose reel, a dry powder extinguisher, a thermal imaging camera and small gear.
The two women and one man treated for breathing in smoke were passed into the care of South Central Ambulance Service.
The remainder of the passengers were evacuated uninjured.