I had the exact same situation in my kingdom.
Lords indicted for treason may join you, and there's nothing you can do about it except indict them for treason as well, or not give them any fiefs, they'll gradually hate you more and more until they leave of their own accord (not sure on that one)
Lords that defect will come to your court and ask to swear an oath, then you can say yes or no.