This did the trick for me: (solution from the msdn forum)
goto Controlpanel --> Administrative tools-->Component Services -->computers --> myComputer -->DCOM Config --> Microsoft Excel Application.
right click to get properties dialog. Goto Security tab and customize permissions accordingly.
In Launch and Application Permissions, select Customize, Edit. Add the user / group that calls the application.