Carl the Dog board books. Very few words so kids tell the story, my son loved these. Of course the dog is in impossible situations like babysitting so it is also good for a chuckle.
I second (third???) Good night Moon.
I did the same thing when my son was born. I had my wish box of books. I was so lucky, he loved reading. Just wish he loved it as much at 14!