Linux can be as nerdy or as simple as you want it to be. Choose a mainstream distro like Ubuntu, and once you've gone through the install process (which is a bit nerdy, but not hard if you can follow instructions), you'll be left with a lightweight and easy to use system.

After making the switch, I don't see myself ever using windows again outside of work (where I have to use it out of necessity).