Hold down the Shift key when you delete an item to bypass the Recycle Bin.
In some cases this does not work.
1) If there are too many files it might not work
2) sometimes if you press the shift key on the right, let it go and
press the shift key on the left side of the keyboard this will work
Microsoft never really got this function right.