Amongst the royal family incest was common. The Targaryens were until very recently THE royal family and they practiced incest.

Incest IS common and encouraged amongst the royal family in Westeros. The Targaryens always married each other which might explain why Aerys Targaryen was so cuckoo for crazy leading to the revolt that put Robert on the throne, starting the whole Game of Thrones thing!