The fire department is keeping about 600 people out of their homes.
One person was hospitalized for smoke inhalation.
Officials believe the flames broke out in a seventh-floor electrical panel around 8 p.m.
Power to the building has been shut off as repairs are made.
The Red Cross is helping people not staying with family or friends or in a hotel.
It's not clear when residents will be able to return home.