We present results of observations in the UV to near-IR range for eight blazars, three of which have been recently discovered at Very High Energies (VHE) and five appearing as interesting candidates for VHE gamma-ray detection. We focus in this paper on the search for their redshifts, which are unknown or considered as uncertain.