The simplest and most direct way to permanently delete files or folders is by using the Shift + Delete keyboard shortcut.

I just emptied my Recycle Bin (it is huge) and I noticed that the icon indicated that it still held something. I opened it up (I have show hidden folders enabled) and there were no folders there. So I ...