Heat oven to 375°F. Brush both sides of bread slices with oil. Place on ungreased cookie sheet. Bake about 5 minutes or until crisp. Cool 5 minutes.
In small bowl, mix horseradish, sour cream and onion. Spread mixture over 1 side of each toasted bread slice. Top with beef; sprinkle with pepper. Top with watercress.