Sahayanathan of Sempatti near Mallaiyapuram was running the brick kiln where the 63 persons were working for the last eight months without proper food or salaries, they said.
Some time back, one person from Odisha, who managed to escape, informed the police in his home state and they in turn alerted their Tamil Nadu counterparts.
A police team led by DSP Kuppuraj and tahsildar Rasikala raided the brick kiln and rescued the bonded labourers.
All of them were being sent to their native places in Odisha, police added.