Back in 2002, Jim Bob was running for U.S. Senate. During his campaign, he said many silly things. But this particular piece was... Interesting.
At the time, he said incest should be punishable by death.
You can see his stance here
I guess those rules apply to others and NOT their family, because Josh is still round and about.