Why would a physicist know about the details of the biological and chemical warfare programs. If I were Saddam Hussein, I would make sure knowledge of my WMD programs was compartmentalized.
Hussein Kamel was not a phycisist. He was Saddam's son-in-law, and he ran Saddam's CBW program. He's the reason we know what went on in that program.
Here's a backgrounder for you.