Yes, but you can buy the site sight unseen. If you buy [insert any noun here] without going to look at it, you're buying it sight unseen. Nothing to do with contracts or law, it's the English language in all its quirkiness.
You wouldn't say ''I bought it car unseen'' or ''I bought it shoes...