Same issue and assigning an invisible product to the category made it appear. This is frustrating seeing as this was not the issue with previous versions of woocommerce.
Did you ever get a fix?
I am definitely encountering a problem where iThemes is preveting Wp Cron from running.
WP Cron works when iThemes is disabled.