Hamburger rice casserole is a quick, delicious dinner that’s cooked entirely on the stovetop. This one-pot cheesy casserole is a flavor-packed supper your family will love, and you don’t even have to turn on the oven. No need to cook the rice, it cooks right with the ground beef.