YouTube's video player is designed to be used within your browser as an Internet experience. It would appear that you you can't download videos to your computer, but you can temporarily save videos to watch later by adding them to your QuickList. If you'd like to save them more permanently, get yourself a login and click "Save to Favorites" under the videos you'd like to keep.