Whether you are just sensitive to gluten or have celiac disease, rice is likely an essential a part of your weight loss plan, as it is usually a substitute for wheat flour in gluten free food. Yes, rice vinegar is gluten free in its purest form. For instance, many fried rice dishes include soy sauce, which has gluten unless it's particularly gluten free soy sauce.