I grew up with this book and just recently re-acquired it! It has the best illustrations (on the inside), and lots of odd (sometimes disturbing), obscure nursery rhymes as well as classics. :)
It was published by Whitman in 1953.
You can see a few more illustrations on my flickr. :)