I think your last option is a good idea. Once you're there and start making friends somebody is likely to have leads on better housing or even be willing to take on a roommate.
If you're willing to camp there may be actual campgrounds in the area. Did you check?
The nice thing about Japan is all the public baths so even if you are at a rustic campground you can still go to an onsen or public bath regularly.