The deceased identified as Zuber, Rinku and Jitendra died yesterday, they said.
The explosion occurred on Saturday when the workers, while trying to keep themselves warm, threw some scrap into a bonfire on the mill premises.
Three others scalded in the blast are undergoing treatment, police said.