I've made the same mistake, and searched for an answer to this question too. I haven't found a way to change rsync's basic behavior in the way you've described. I work around it by creating a unique file in the source folder before I do my dry-run. If I see that file show up in rsync's log marked for deletion, I know something's wrong.
Hope that helps.
