In a significant display of political civility, Tamilaga Vettri Kazhagam (TVK) chief and Chief Minister C. Joseph Vijay on Monday called on Dravida Munnetra Kazhagam (DMK) leader and former Chief Minister M. K. Stalin at his residence, seeking his goodwill after assuming office.