The catch is that rural Japan is a a shithole rife with xenophobia, privacy violations, bullying, and problematic neighbors. And that's for ethnically Japanese people, so it's be way worse if you were actually a foreigner.
There's a reason why people in Japan try so hard to move away from rural areas into cities.