Non-baryonic Dark Matter (DM) in the form of Weakly Interacting Massive Particles (WIMPs) is the most privileged scenario for these elusive particles. WIMPs should interact with the nuclei of the active volume of detectors. If a robust signal is eventually observed in direct detection experiments, the best signature to confirm its Galactic origin would be the nuclear recoil track direction. In order to get this directional signature, the directional Dark Matter detectors should be sensitive to low energy recoils in the keV range and have an angular resolution better than $20^{\circ}$. The MIMAC collaboration has developed a low pressure gas detector which provides both the kinetic energy and three-dimensional track reconstruction of nuclear...