No, you should not avoid eating fats while on a weight loss diet. Healthy fats, like those found in nuts, seeds, avocado, and fatty fish, are important for good health and can help with weight loss. However, you should limit your intake of saturated and trans fats, found in foods like red meat and processed snacks, which can increase your risk of heart disease.