There are several ways to remove burnt taste from sauces. Transfer the top part of the sauce in a new pan. Do not include sauce at the bottom of the pan as that part has the most burnt taste. It is said that putting a raw, peeled potato in the sauce will absorb the burnt taste. Another method is by adding a teaspoon of peanut butter until there's no more burnt taste.