A new and distinct cultivar of Lobelia plant named `Wespurstar`, characterized by its compact, spherical and trailing plant habit; vigorous growth habit; freely branching habit and short internodes; dense and bushy plant form; continuously and freely flowering habit; and intense purple-colored flowers.