Kids at this age like rhythm and repetition. Look for books with simple plots with recognizable activities and short dialogue. The images should be easy to identify and the story should have a clear ending.
(Save the ambiguity and moral dilemmas for grade school).
(Adapted from Storytelling by Augusta Baker)