A blocked person will not be able to contact you directly, and you will not be able to contact them. They will not be explicitly notified that you've blocked them. They will still be able to open the conversation with you and type messages. However, you will not receive any messages or calls from the blocked person. Your conversation with the blocked person is also hidden from your active and archived lists.
However, they can continue to participate in group conversations that you are both in.