Internet Archive includes, among other things, a sizable collection of audiobooks and poetry. While not the easiest site to browse, you can search by authors, titles or subject or check out the right sidebar for a list of the most downloaded audiobooks.
Not all books are available in all formats but you can find them in a MP3 version. You may download for free either individual chapters, or single books as well.
Registration not required.