Humanism is the view that people treat others inhumanely when we fail to see them as human beings, so that our treatment of them will tend to be more humane when we (fully) see their humanity. Recently, humanist views have been criticized on the grounds that the perpetrators of inhumanity regard their victims as human and treat them inhumanely partly for this reason. I argue that the two most common objections to humanist views (and their relatives) are unpersuasive: not only does the evidence marshaled against these views fail to disprove them, it could threaten them only if some questionable assumptions were granted. By providing necessary conceptual ground clearing and routing common lines of attack, I hope to determine what it would take for a humanist project to succeed, thereby paving the way for a full defense of humanism that fulfills its explanatory ambitions.