fataphobia Share definition Flag person who has a fear of fat people and who constantly insults them. Yvonne's fataphobia has caused her to shy away from people with unusally large girths because a FAT person sat on her as a child! fataphobia by Danielle April 6, 2005 0 0 Get merch Get the fataphobia mug. Buy Now — $32.95 See more merch