One fish two fish red fish blue fish, by Dr. Seuss, Random Book, 1960.
This book is a super-crazy-fun read of rhymes and nonsense. It isn't my favorite Dr. Seuss book to read out loud, but pretty much any Seuss will be great.
And then there are the illustrations! Such wonderful, whimsical, weird illustrations!