You can convert the book to kindle though it might be a bit of work. Programs like PDF to Epub can do it or Calibre. PDF to epub can convert it to html, epub or Kindle format.
PDFtoEpub You can get it for free at present through their website. It is a good program. Turn the pdf into an epub and you can edit it in Sigil then convert it via Calibre.