Unfortunately, most taxpayers are on the cash basis, so there is no way to simply "down-value" inventory. Even though you may be quite certain that it's lost some value, you'll need to sell it to establish just how much of a loss you actually have. 
If you sell for less than what you paid for it, then and only then will you have a loss for tax purposes.