A new and distinct cultivar of Nemesia plant named `PENPUR` that is characterized by a compact habit and dense upright spikes of pure white flowers which do not exhibit a yellow palate on the lower petals. In combination, these characteristics set `PENPUR` apart from all other existing varieties of Nemesia known to the inventor.