All of King Robert Barratheon's (Dead drunk King) bastard children have/had his dark hair. All his 'true-born' kids from Cersei are blonde.
In order to back up Joffrey's claim to the throne, Cersei has ordered all of Robert's bastards killed. Some of them were merely babies.
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