Deleting unsubscribed podcast from iTunes

I am running iTunes 12.1 I have unsubscribed from multiple podcasts that I don't listen to anymore, but itunes still has them showing up in the list, there are no episodes downloaded and does not give an option to delete them. If I am in "episode list" view they are not there, but when I am in "my podcasts" view they are. I just am looking for a way to clean up my itunes