Blue Fatso Share definition Flag 1. A derogatroy term for a police officer. 2. A fat cop in a blue uniform. I got pulled over by another cop! I think those blue fatsos are out to get me! Blue Fatso by Crazy8888s November 18, 2011 0 0 Get merch Get the Blue Fatso mug. Buy Now — $32.95 See more merch