@Kevin,tell me if with these suggestions you get an automatic download of all
the pdf. Check where the pdf' links point: if up the starting url, or to
another domain. 

If it doesn't work, let me know, tell me also the starting url (that
containing the pdf's links) and the path of a generic pdf. If it doesn't work
I have a further suggestion to try. Bye.