The southernmost states (Kerala, Tamil Nadu, Karnataka) and the eastern coast are tropical and generally do not experience a "harsh" winter. However, they do get cold in their own way.
To understand Indian cold, you have to visualize a massive wall: how cold is india
This region acts as a buffer. While the north is freezing, the central plateau experiences "pleasant" cold. The southernmost states (Kerala, Tamil Nadu, Karnataka) and