While not a first class solution, the EPUB version of the book converts to PDF fairly well (I'm not noticing anything wrong). There are plenty of tools to do so.
I believe the issue is that things are not properly formatted, and does not look as good as it could. For text-only, EPUB is fine, otherwise I would rather prefer PDF, too.