A new and distinct cultivar of Nemesia plant named 'Nemhrpur' that is characterized by a semi-trailing and compact habit, purple-violet flowers, very early flowering and absolutely no seedset. In combination these characteristics set 'Nemhrpur' apart from all other existing varieties of Nemesia known to the inventor.