Hi!
Oh, I see what you mean now. It is a link to the WordPress attachment page, but you can change that of course, under the General Options -> Attachments panel: https://i.imgur.com/QsKUz7Y.png
If you change that to ‘attachment file directly’, then it will link to the PDF files instead of the WordPress attachment page.