I mean, every unit is arbiturary. But we need to pick something.
I don't have any love for either, but F is the easiest to pick fun at when none of the standard temperatures make any sense. 32 for freezing water, 212 for boiing, 98.6 for human temperature? The 0 and 100 scale were based on the freezing point of some particular saltwater mixture and 90 degrees for human body temperature (which was corrected and then the scale updated to get to the modern temperature).