1) Add web part zones to that page
2) Add my custom web parts in that zones
3) Connect those web parts in the page itself.
When I created the web part using Visual Studio 2010 template, it got derived from System.Web.UI.WebControls.WebParts namespace,
I changed that to Microsoft.SharePoint.WebPartPages.WebPart which solved my problem.
