It's pretty simple. A podcast is a series of audio or video files that can be listened to or watched on your computer, mp3 player or iPod. The operative word here is "series." What makes a podcast a podcast is that it's an ongoing series -- like a radio or TV show.
If you'd like to know more,
Click here to see the Wikipedia entry on Podcasts.