I suggest using a control that goes directly to weapons or sword rather than scrolling though your weapons/special items. For example, I use 2 for weapon 2, 3 for weapon 1, and scroll up for sword. I use this as opposed to using a control with the function "Next/Previous Weapon."
If you want to use this, just go in game and go to options to change your control/keyboard settings.