The Royal Book of Oz by Ruth Plumly Thompson

The Scarecrow decides to search for his family tree and winds up discovering that he is the long-lost Emperor of the Silver Island. Along the way, he meets such colorful characters as the A-B-Sea Serpent, the lumpy mud men, Sir Hokus of Pokes, and others.