Combine first 7 ingredients in a Dutch oven; bring to a boil. Reduce heat; simmer 15 minutes. Add shrimp; cook 3 minutes. Drain shrimp and place in a shallow dish.
Combine lemon rind and remaining ingredients. Add to warm shrimp mixture; toss well. Cover and chill until ready to serve.