And during that time I wanted to read the Git book at http://progit.org/book/ . So I thought about downloading the whole book using wget. It gave me a few extra things like the blog, the Japanese/German translations etc. but since that load was not too much I didn't really mind.
So here's the command to get the job done:
wget -r -p -k http://progit.org/book/