I don't think Billy's singing is that bad, honestly. But yeah, maybe if the song was sung in a lower key, he wouldn't have to strain himself to reach those notes.
The female singers are pretty good, though, as is the instrumentation. And I do like the use of stop-motion puppets in the background.