The result has left coach Julen Lopetegui fighting for his job.
But Ramos insists the club should stand by their coach, declaring: "Am I going to say that it's madness to fire Lopetegui?
"I have always said that coaching changes are never good for anyone. We must remain calm. We do not make decisions for the next coach.
"Julen has the support of all and we will together see how to turn the situation."