I have always liked The Tale of Peter Rabbit by Beatrix Potter, Where the Wild Things Are by Maurice Sendak, Chicken Soup With Rice by Maurice Sendak, One Fish Two Fish Red Fish Blue Fish by Dr. Seuss and Yertle The Turtle by Dr. Seuss.
Also recommended in this reply