If you're on Android, this is possible via the Android app. We are monitoring web technologies and hope to make an offline player possible when the browsers facilitate it. Presently, it's not possible because most podcasts aren't served from a secure (HTTPS) endpoint; thus standard techniques for offline web apps are ruled out right now.