The Beast in Ms. Rooney's Room by Patricia Reilly Giff illustrated by Blanche Sims

Richard Best (AKA "The Beast") is repeating second grade.  As he struggles to adjust, his reading teacher Mrs. Paris gives him some encouragement along with his new friends.
#1 in the Polk Street School series