Heat oven to 325 degrees. Lay slices of salami on baking sheet. Bake in oven for 12-15 minutes. Remove from tray and place on paper towels to drain any excess grease. Repeat process for remaining slices of salami.
In a small bowl, mix mayonnaise, mustard and horseradish until blended. Chill until ready to serve.