Hi Farhan, I also have this exact same issue. In my case, I have just purchased a brand new PC (1 day ago) and installed Office 365. When I open spreadsheets created on the old PC with embedded PDFs I get the same message "Cannot start source application for this object". Nothing that you have suggested helps - What Next?
Maark Gee