How do you go to that FTP site, via FTP client, or web browser?
If browser, what browser? And what OS, b.t.w.?
I use XP Pro and IE 8 for this particular FTP site and then click on the view as an ftp site.
You can use a free ftp client to download the .pdf then read it from your local source.