What's the difference?
You don't need a licence for the aircraft whilst your learning to fly - so why should you need one after passing the skill test (using the same logic).
As Whopity says, it's not a CAA deal.
The USA also has a Radio Licence - nothing to do with the FAA either - it's the Federal Communication Commission (and you have to pay for that one, too).