We report the discovery of Weyl semimetal NbAs featuring topological Fermi arc surface states. Comment: Accepted by NaturePhysics (in press), Theoretical discovery of NbAs as a Weyl Fermion material (November 2014): http://www.nature.com/ncomms/2015/150612/ncomms8373/full/ncomms8373.html