The fire erupted in Satyam Chemical Factory and soon spread in the entire premises where a large number of drums filled with chemicals were stored.
The firemen later managed to douse the blaze, police said adding that labourers staying in the premises managed to come out safely soon after the fire was noticed.
Short-circuit is suspected to be the cause of the fire, police said, adding that further investigation was on.