Answer:
Both titles are correct. The original book and play title- the epic was presented as a musical play- rather a competitor to (Babes in Toyland) by various production companies from about l902 on) was Wonderful Wizard of Oz. the adjective was dropped, pretty much on grounds of excessive marquee lettering, in the movie versions.