In fact, more people are dying from bad food globally that starvation. So obesity might be the bigger issue. Not that either is more important than the other.
Fault of the second case is very clearly on individual over indulging.
This story is highly skewed. It's true that coloric restriction can help reduce weight but eating only Twinkies and Oreos means he's lacking essential nutrients to be truly healthy.