Chicken Broccoli Rice Casserole is perfect for weeknight dinners! It's an easy casserole recipe full of chicken, rice, broccoli, and cheese! We've tested this both with and without the Velveeta and think the Velveeta really adds a creamy gooey cheesiness that you can't beat!