Well I just found this the other day and have not seen it posted.
Under the Inventory/Items tab set scrolls to be opened when you get them and have self cast on. When you pick up a scroll it will make you use it on yourself.
My warrior routine buffed scrolls but my warlock routine did not so I had been trying to find a easy way to do this and this is it without editing the routine :P