Of the 22 victims, 13 workers and nearby residents are being treated at Samut Prakan Hospital, with three under intensive care.
In addition to the people injured, the explosion also damaged more than 10 houses.
Factory owner Piyadej Wongaree has promised to cover all damages and compensate those affected.