The incident occurred when the milk, brought from the Tuticorin and Kanyakumari units, was being pasteurised, they said.
The workers, who suffered external injuries, have been admitted to the Medical College Hospital here for treatment and are stated to be out of danger, they said.
The reason for the spillage is under investigation, police said.