This is likely due to the whimsical and sometimes fantastical nature of his books, which often defied traditional children's literature conventions, and may have been seen as less "literary" by some Newbery judges.
However, his impact on children's literature and literacy is undeniable, and his legacy continues to inspire generations of readers.