Lightly oil a 1-quart casserole or spray with a nonstick cooking spray.
In a large bowl, combine rice, beans, and cheese. Mix well.
In another bowl, combine remaining ingredients. Beat with a fork or wire whisk until well blended. Add to rice mixture, mixing until thoroughly combined. Place in prepared casserole. Press mixture down gently with the back of a spoon.