User blog comment:Kaido King of the Beasts/Chapter 846: Let's Make a Deal/@comment-106.71.213.9-20161118084014/@comment-26803131-20161119033926

Him being Roger's son wasn't a part of his bounty. It was only known by select individuals, which is why it was used against them by Akainu during the war.