The sharpness is due to mustard oil, a natural component found in both horseradish and mustard. Mustard oil is a relatively volatile compound that breaks down over time. As a result, mustard and horseradish become somewhat milder over time. The breakdown of mustard oil is a natural process that we cannot influence.