Right, simple minerals such as calcium can make a big difference in final taste of a beer. The excess calcium in waters of karst country (big limestone deposits) is said to have a huge effect on German beers historically, and I'd imagine some of that extends into France as well.

Distilled water minimizes variables of course, but it by itself indeed very non-historic.