Prepare rice according to directions in a soup pot.
Add all ingredients except cheese to pot and stir to combine.
Smooth mixture into a baking dish that has been prepared with cooking spray.
Top with cheese and bake until heated through about 30-40 minutes.
If you plan to make it ahead of time, be sure to take it out of the refrigerator an hour before baking to allow it to reach room temperature.