I've found that if I don't erase the post out of the edit box, sometimes using the delete option doesn't work. Or I assume it does work, but then the editor saves another draft of the post in the edit box even though I didn't edit it after using the delete draft option.
So now I always select all and delete it before using the delete draft option.