The fire broke out after an explosion at a large fuel depot in a densely populated area late Friday local time and has spread to nearby houses.
Panic broke out in the area after the fire, which risks spreading further.
Thousands have been evacuated from their homes while at least 180 firefighters battle the blaze.
The fuel depot belongs to the state energy company Pertamina and supplies around a quarter of Indonesia with fuel.