When you click on the download PDF link, a new window will open where you can consult the catalogue of your choice.
If you want to save it on your PC, click on the button in the top left corner of the window.
If you want to save the catalogue without consulting it first, you will need to use the quick menu that opens when you right-click on the Download PDF link and then choose "Save item as".