Can I remove blank image box?

Is it possible to remove the grey box with an x through it for products I create that I do not upload a featured image to.

I would like to just use my .csv files to upload images in html text to the product description that link to an affiliate site automatically.

Any help greatly appreciated!

http://wordpress.org/plugins/woocommerce/