Are all the PDFs linked from one (or a couple) pages?
If so, you can do it easily on the command-line with wget.
Code:
wget --recursive --level=1 --accept pdf,PDF http://website.com/pdf-index-page.html
If you are on Windows you will almost definitely need
Gow.