The incident took place in Tomala village on the outskirts of the district. The explosion damaged nearby shops as well.
Those killed in the mishap include the factory's owner and a worker.
The cause for the incident is yet to be ascertained, while firefighters have managed to bring the fire from the explosion under control.
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