The problem with your page is that you're missing the "og:video:secure_url" meta tag. Without the secure url of the video FB won't create an embedded video post. You'll need an https server hosting a copy of both the video and the image you want on your post.
Lately FB seems to reject small thumbs so if you have any problems with the image just use a bigger one.