You missed ValidateEmptyText="true" for
<asp:CustomValidator ID="CustomValidator1"
ValidateEmptyText="true" runat="server" ValidationGroup="ValidateGp" ErrorMessage="This is a custom error validator" ControlToValidate="TextBox1" OnServerValidate="CustomValidator1_ServerValidate"></asp:CustomValidator>