A new and distinct cultivar of Pelargonium plant named ‘Duepeltexmexrub17’, characterized by its upright and rounded plant habit; vigorous growth habit; freely basal branching habit; dark green-colored leaves; early and freely flowering habit; semi-double red purple-colored flowers with light red purple-colored centers; and good garden performance and high temperature tolerance.