I believe that this is just another issue with the pagecontrol component and themes (see the many posts around people wanting to set its color).
If you try the splitter on, say, a form splitting two panels, you will find that it's perfectly capable of accepting a color. So the solutions proposed for color setting on TPagecontrol should also apply to your issue.