I'm assuming this is because the concept of absolute zero did not exist when most of these temperature scales were defined, whereas zero distance and zero weight were easily observable
I guess in terms of an actual weightless object... Not... But if you have 2 equal weight items, call their combined weight 1 weight unit, take one away, that's half a weight unit, take two away, that's zero weight units.