Fire fighters took an hour to control the blaze at the Smart Plast Products building after the fire broke out at 2am.
Factory owner Chalermchai Wasinsombat said night-shift workers were making polyethylene sheets for mattresses when a plastic injection moulding head caught fire and quickly spread.
The blaze damaged the building, plastic-making machines and PE sheets used for making mattresses, Chalermchai said.