The Collaborative International Dictionary of English v.0.48:

Water cress \Wa"ter cress`\ (Bot.)
   A perennial cruciferous herb (Nasturtium officinale)
   growing usually in clear running or spring water. The leaves
   are pungent, and used for salad and as an antiscorbutic.
   [1913 Webster]