I downloaded some other podcast and now it works. But the iTunes Music Tuesday, for example, is now "subscribe only", and I cannot download, even after subscribing.
EDIT: the subscription I had made from the iTMS didn't work. I clicked again from the podcast playlist and now it's downloading.