In a setback for actor and Tamilaga Vettri Kazhagam (TVK) chief Vijay at a politically crucial juncture, the Madras High Court has upheld a Rs 1.5 crore penalty imposed on him by the Income Tax Department and dismissed his petition challenging the levy.