Pack some nice homemade food, cause this isn't a short trip !
There are direct flights and trains for this journey. New Delhi (Delhi) to Chennai (Tamil Nadu) distance is 2175 km and you can get there by flight in just over 2 hours and 35 minutes or by train fares starting from ₹ 637.
It's gonna be warm and sunny, and did I mention warm ?