A new and distinct cultivar of Lantana plant named `Robpatlol`, characterized by its upright and outwardly spreading plant habit; uniformly mounded plant form; semi-compact growth habit; short internodes; dense and bushy habit; freely and continuously flowering habit; and flowers that are initially yellow and become red purple in color.