The LE CD single for it with the Menma poster have all sold out awhile ago so your only chance would likely be on Yahoo Japan Auctions using a deputy service. For future reference, the link to Tsutaya's online shop is
here. I believe they remove the item listing from the site once it has sold out completely and it won't be restocked.