Today's morning fire at the facility about 70 kilometers north of the capital Baku set off ammunition explosions.
Several houses in one village were reported to have caught fire after being hit by exploding shells.
Six service members were injured, but only one remained hospitalized in the evening.
The Defense Ministry said the fire was controlled about eight hours after it broke out.
The cause of the fire was not immediately known.