This functionality is sorely lacking and need to be considered for a coming update. There are many posts types that are “internal” to some WP themes that you simply would rather not post to your timeline.
We are having the same issue. All immediately published posts work properly but all scheduled posts do not post to Facebook.
Posting to twitter and Google+ works for us on scheduled posts, just not Facebook.
