Paul Terry changed the character's name so he wouldn't be confused with another "Super Mouse" in a comic book (not, as some believe, because Superman's copyright owners threatened to sue Terry for infringement). That Super Mouse, a creation of the Fox Publishing House, is now in the public domain.
Source:
Leonard Maltin, Of Mice and Magic: A History of American Animated Cartoons, NY, 1987, p. 142