Season each side of the mushroom caps with the olive oil and salt and pepper and place on a large baking sheet. Place in the oven and bake for 5 to 10 minutes, until mushroom is tender.
Layer one mushroom cap, bacon, arugula, avocado and another mushroom cap and serve.