We report magnetotransport study on type-II Weyl semimetal WP2 single crystals. Magnetoresistance (MR) exhibits a nonsaturating H n field dependence (14,300% at 2 K and 9 T) whereas systematic violation of Kohler's rule was observed. Quantum oscillations reveal a complex multiband electronic structure. The cyclotron effective mass close to the mass of free electron me was observed in quantum oscillations along b-axis, while reduced effective mass of about 0.5me was observed in a-axis quantum oscillations, suggesting Fermi surface anisotropy. Temperature dependence of the resistivity shows a large upturn that cannot be explained by the multi-band magnetoresistance of conventional metals. Even though crystal structure of WP2 is not layered as in transition metal dichalcogenides, quantum oscillations suggest partial two-dimensional character.