I use Audacity and would highly recommend it. There are literally ZILLIONS of tutorials online so you can pretty much find the answer to anything but I was basically able to use it with only the most basic knowledge.

Check out podfic_tips - there are a bunch of tutorials on there that were easy to understand and really gave me a good platform to start off (weird things like how to remove background noise etc that you just don't think about!)