if you don't eat enough your body has nothing to make tissues with, how are you going to increase your muscle fibers and energy systems by under eating?

You need bricks to build a house

Its not like you are sitting on your arse and eating yourself fat, you are training, which required energy... which is found in your food, also called 'Kcals'