I solved this problem my self.
I got very simple answer of this problem.
To open the popup window on Home.aspx page I set the class="ajax" and it was restricting the page to load second time.
Now I set the class="iframe" and it worked for me. Page is loading completely in colorbox popup and DFP ads too. :)