If you cannot provide your child with basic nutrition, a balanced diet and enough exercise, would you say it's child neglect?
I know for a fact that low income/benefits families can feed their children a healthy diet at a similar cost to an unhealthy one. I've done it and so have friends.
Letting your child become grossly overweight through no fault of their own is not responding to their basic needs