William’s Doll by Charlotte Zolotow, illustrated by William Pene du Bois

From chapters.ca:
More than anything, William wants a doll. "Don't be a creep," says his brother. "Sissy, sissy," chants the boy next door. Then one day someone really understands William's wish, and makes it easy for others to understand, too.