The use of cocrystallisation as a tool to improve the pharmaceutical profile of the low-solubility drug leflunomide, used in the treatment of arthritis, is herein evaluated. Judicious selection of coformers based upon knowledge-based strategy and crystal engineering principles has resulted in new cocrystals with pyrogallol, 3-hydroxybenzoic acid, 2-picolinic acid, and 2-aminopyrimidine. Characterisation and structure determination of these systems was performed using X-ray diffraction. Crystal structure analysis revealed that the hydrogen bonding in the crystal structures corroborate well with the knowledge-based prediction tool. Physicochemical properties such as thermal behaviour, stability, solubility, and dissolution rate of the pharmaceutically acceptable cocrystals were evaluated to assess their impact on the pharmaceutical profile of leflunomide.