Whoa - that looks like an exciting journey to take !
There are direct flights and trains for this journey. Chennai (Tamil Nadu) to New Delhi (Delhi) distance is 2172 km and you can get there by flight in just over 2 hours and 32 minutes or by train fares starting from ₹ 637.
The heat there will make you sweat, but it's surely bearable.