The best course of action is to not let them get stinky in the first place. A bad smell is usually a sign of bacteria that grows on moist surfaces. So, I recommend letting your gloves dry in the open after a workout; avoid putting them into your gym bag before they've fully dried.If they already smell, you can hand wash them (if the material permits it) in warm water and mild detergent or soap.