‘Podcast’ is a loose term, but when you get down to it, what you have is a collection of multimedia files that can be digitally transferred, stored, and watched or heard.
If you want to simply download a file …
…just right-click the link and choose “Save As” from the pop up menu. The file will download to your computer. Then you can double-click the file to hear or watch it in the player of your choice.