Combine first 7 ingredients (through Cayenne Pepper) in a 9x13 baking dish. Add the shrimp and toss to coat. Cover and refrigerate for 1 hour.
Preheat oven to 450. Bake until shrimp are cooked through, stirring occasionally, about 10 minutes. Garnish with lemon wedges and serve with French Bread for dipping.