I cannot retrieve the message history of blocked conversations through the API for retrieving messages from regular conversations.
curl -i -X GET \ "https://graph.facebook.com/v20.0/conversation_id?fields=messages%7Bmessage%2Cfrom%7D&access_token=access_token"