The incident took place in the Talberia hosiery plant under Duttapukhur Police Station, police said, adding, an employee and a wood supplier were killed.
The two seriously injured employees have been admitted to the Barasat General Hospital.
The blaze was controlled within an hour by the fire brigade, police said.
The reason behind the explosion was not immediately known and a probe has been ordered, they added.