Crews were called out to an area of Ossington near Dundas on Wednesday afternoon, for a fire that quickly spread to four row houses.
There was no word on how this started but Toronto Fire says it's difficult to fight because of the close proximity of the homes.
Several people were being treated for smoke inhalation.
Thick black smoke could be seen killometers away from where the fire was burning.