On the episode page, click on the Download icon.

• The icon will change from a down-facing arrow to a circle with an X inside when downloading.
• The icon will then change to a filled-in circle when it is finished downloading.
• All saved downloads are available in Library --> Downloads.

NOTE: Podcasts are all available for download, though only some shows are available for download.