Add paprika, onion powder, cayenne, brown sugar, tomato sauce, beef broth, and rice. Bring the mixture to a low boil. Turn to a simmer and cover with a lid. Simmer for 20 minutes until rice is tender. Season with salt and fresh ground black pepper to taste.