Preheat the oven to 300 degrees F. Combine the olives with the remaining ingredients in a large mixing bowl, tossing the mixture together with your hands.
Transfer the olive mixture to a baking dish, cover with foil and bake for 2 hours.
Drain the oil out (keep it to use as a bread dip) and serve the roasted olives warm or at room temperature with assorted cheeses.