A new and distinct cultivar of Astilbe plant named ‘;Heavy Metal’;, characterized by its broadly upright and mounding plant habit; moderately vigorous growth habit; dark green-colored leaves; freely and uniformly flowering habit; red purple-colored flowers on upright and strong peduncles; and good container and garden performance.