SECURITIES PURCHASE AGREEMENT by and between The Investors Listed on the Signature Pages Hereto and Neurogen Corporation March 19, 2004 NEUROGEN CORPORATION SECURITIES PURCHASE AGREEMENT Dated as of March 19, 2004