The process in which a relatively unspecialized cell acquires the specialized features of an erythrophore cell. Erythrophores are pigment cells derived from the neural crest. They contain pteridine and/or carotenoid pigments in structures called pterinosomes or erythrosomes. This gives them an orange to red appearance.