We investigate experimentally the dynamics of a non-spherical levitated nanoparticle in vacuum. In addition to translation and rotation motion, we observe the light torque-induced precession and nutation of the trapped particle. We provide a theoretical model, which we numerically simulate and from which we derive approximate expressions for the motional frequencies. Both, the simulation and approximate expressions, we find in good agreement with experiments. We measure a torque of 1.9 ± 0.5 × 10 −23 Nm at 1 × 10 −1 mbar, with an estimated torque sensitivity of 3.6 ± 1.1 × 10 −31 Nm/ √ Hz at 1 × 10 −7 mbar.