Nobody is anti-fat because they are pro-health. Fatness is not a reliable indicator of poor health, nor is thinness a reliable indicator of good health. We all know this.
Fat hatred is, um, hatred. The kind of hatred where a group of people are so odious to you that you think they should endanger their lives rather than continue the offensive act of being where you can see them.