The same basis a fox judge should not be in charge of a court that rules on whether foxes should be legally able to eat chickens.
Is Scalia recused? He has publicly said that it is a "no brainer" to say that there is no constitutional right to gay marriage. So he has publicly pre-judged this case.
I expect no there will in fact be no recusals in this case.