The present invention is directed to substantially pure stable solid dispersion comprising amorphous Vilazodone Hydrochloride, 5-[4-[4-(5-cyano-lH-indol-3-yl) butyl]-l-piperazinyl]-2- benzofuran carboxamide hydrochloride of formula 1a and a pharmaceutically acceptable water soluble polymer and process for preparation thereof.