Don't accept it but don't insult the vendor with a ludicrously low counter-offer.
Don't insult the seller by making your counter-offer unbelievably low, but don't accept it either.
Back outside, from the Episcopal Garden (Jardin de l'Evach??), at the rear of the cathedral, a stairway takes you down to the old town.