How do you get rid of a bitter taste of walnuts?

As long as the pecans are not rotten, that is just the natural taste of them. You can try to alter it a bit by toasting the nuts and adding salt, sugar, cinnamon, or nutmeg to them. Pecans are also good when added with a sugar syrup atop deserts or in a sweet pie.