How are you supposed to deal with healers healing each other?

I keep playing against teams where we cannot kill the support and their whole team is basically invincible because of the ridiculously fast healing factor in this game. They stick together and heal each other once they start taking damage, I can't even kill one with Psylocke before the other heals. How are you supposed to kill them when your basically invincible in that state?