I've had good experience just running max hot water from the sink through it quite a bit. I've used Oxyclean to get rid of smells as well but might not be needed for this.
Basically, run hot water through the insides, rub the insides to makes sure it really gets on the inner materials. Keep running the water through the glove until there is no more discolouration. Then let it drip dry.