Preheat broil setting in oven. Clean mushrooms. Slice if needed to make each mushroom about the same size. Place mushrooms on parchment lined jelly roll pan. Grate rind from lemon on top of mushrooms. Squeeze juice from lemon and sprinkle over the mushrooms. Add remaining ingredients and toss. Broil until tender, 6-8 minutes, keeping an eye on them.