When will podcasts be automatically deleted in iTunes?
You can set this for each podcast subscription. Click on the Gear icon at the top of a podcast list to bring up the Podcast Settings dialog. 

The 'Limit Episodes' choice gives you a number of ways to set how many podcasts are retained, including no limit.