The fire broke out inside 869 Flushing Avenue around 11:30 this morning.
Smoke is throughout the building, officials said. It was not immediately known what floor the fire started.
The building was not being evacuated because it's a fire proof building. Residents are being told to remain inside their apartments.
No injuries reported at this time, official said.