Whisk together mayonnaise and next 4 ingredients. Cover and chill up to 2 days, if desired.
Snap off tough ends of asparagus. Cook in boiling salted water to cover 3 minutes or until crisp-tender; drain. Plunge asparagus into ice water to stop the cooking process; drain. Cover and chill, if desired. Serve with dip.