It happened around 1:30 p.m. in the unit block of Taylor Street.
Firefighters say they arrived to find heavy flames shooting through the roof of one house, which spread to two other homes.
The fire was brought under control in about an hour.
There are no reported injuries.
Investigators are now looking into the cause of the blaze.