One firefighter was transported to a nearby hospital after being injured while battling the fire at 490 Norwich Ave., police said. The injuries were considered minor.
The fire was reported about 11:30 p.m. Wednesday, they said. Departments from area towns were called in to help Norwich firefighters.
The American Red Cross is helping the displaced families, police said.
Fire officials are investigating the cause.