Ok, so your issue is the old issue of auto-publishing with scheduled posts.
The most likely cause is one of your other plugins on your site is also hooking into your scheduling system, producing the issues others have seen in the past. Looking at your plugin list, this seems like a possible candidate:
WordPress Editorial Calendar - 3.8.5
Could you try disabling that and see if the problem persists?