The fire broke out around 4:30 a.m. on the unit block of Stratford Avenue.
Firefighters arrived to flames showing on the first floor.
They say two occupants made it onto the roof area and had to be rescued.
The victims are being checked for injuries.
So far, no word on what sparked the blaze.