Blake says he's still "speechless" about it.
Blake's mom also hinted Katie was "dishonest" and "deceptive" during their engagement.
Katie and John's relationship comes just a month after she broke up with her "Bachelorette" winner, Blake.
He was originally eliminated on Week 2 of Katie's season.