The incident took place when the labourers were working under a contractor this morning.
"It could be due to a short circuit," police said, adding that the injured were hospitalised.
The factory's boiler department officer H S Mohanty said the reasons leading to the incident would be investigated.
The deceased hailed from Sundergarh district and belonged to a tribal community, factory sources said.