I think the appeal of landscapes was that it helped them center and may have been a type of meditation. The same way that zen gardens were a form of mediation.
The appeal of landscapes to Japanese artists was that they found peace in looking at such a landscape as a cherry blossom tree or a river flowing over rocks. When Japanese artists painted landscapes they where trying to find peace within themselves and hoping they could help others achieve peace as well.