I've never been there but the clean streets and waters, customary politeness (even if sometimes play-pretend only) and exceptionally healthy environment in some way, allowing people to live in the good health for ages, is very alluring.
I'm very aware there are many dark issues as well, but you asked why.
Oh, you asked why _obsessed_? You don't really think everyone thinking Japan is an attractive country is automatically obsessed with it?