Walnuts can sometimes have a natural slight bitterness due to their skin. To reduce it, soak them in water for 4–6 hours or overnight — this softens the skin and mellows the taste, or lightly roast them in a dry pan or oven for a few minutes — this enhances the flavor and reduces bitterness.