[H]itman, if you're in the USA, you can get Fuji TY DVD-R in Best Buy; just look for the Made in Japan cakeboxes and not the Made in Taiwan ones. If the general media section is out of Japan discs, try the end of the aisles, under the compuer displays, etc. and you may have better luck there.
Before Thanksgiving Best Buy had a deal where they were selling the 50-pack Fujis for ridiculously cheap (I ended up getting 400 TYG02 for $80 plus tax), and last weekend there was a price-mistake sort of deal on the 25-packs, so supplies may be low.
Anyways, that's your best bet at a retail outlet to find TYG02. Ordering Fuji discs online, there's no guarantee that they'll send you a Made in Japan pack, so it's best to go to a store where you can pick exactly what you want. Or, of course, to order the unbranded media from a reputable online merchant.
Personally, I prefer branded discs over unbranded ones, so I'm a bit disappointed it's that hard to get a spindle of branded TY discs. Oh well.
[Edit: doh! I didn't see your "my bestbuy is sold out" comment until after I posted. Best I can suggest is to drive to another one, or wait until yours restocks.]