Use the below code in the download picture page:
string strFileName ="pic.jpg";
byte[] bytes =
Response.Clear();
Response.AppendHeader("Content-Disposition", "filename=" + strFileName);
Response.AppendHeader("Content-Length", bytes.Length.ToString());
Response.ContentType = "application/octet-stream";
Response.BinaryWrite(bytes);
Response.End();