If you want your RSS feed is private, which means it does not index by the popular search engines.
Go to Setting --> Advanced
Then you will see a button for the private podcast, you can turn it on.
WARNING: it will change the feed, so your audience may need to update the feed location.
After changing to private, the Feed address will become some random number, which other people cannot guess the RSS feed.