Themes not Working?

When I export a book to PDF (print), none of the themes work. All I see is unformatted Times New Roman Text. Do I need to have the theme fonts installed on my own PC? All in all, the PDF pages look a mess, but online presents okay.

How can I get a nicely formatted PDF export that applies the theme?