Taxes based on weight are are universally fair.
Just think about applying this rule to football (soccer) or to basketball.
Basketball should have a height-based scoring system. Goals made by folks over six feet tall would count less than sub-six feet goals.
You seem to have a penchant for taxes, with weight as a secondary pet peeve. I can’t see any conservatism in that, with all due respect.