When firefighters arrived at the Royal Oaks Apartments, flames were shooting from one of the buildings.
The apartments are at Mayfair and Weymouth Street, which is just south of U.S. Highway 15/501.
In all, 24 units were damaged or destroyed.
The Red Cross believes as many as 40 people are being forced to seek shelter elsewhere.
No one was injured.