A new and distinct cultivar of Lantana plant named `Robpatcha`, characterized by its upright and outwardly spreading plant habit; uniformly mounded plant form; compact growth habit; short internodes; dense and bushy habit; freely and continuously flowering habit; and flowers that are soft orange and light pink in color.