In the beginning of the season 6 episode "Brother, Can You Spare a Clarinet?", Arthur was telling the audience that Binky is like two different people: "Bully Binky" and "That Other Guy."
On Arthur, characters tend to go back and forth in personality traits, intelligence, status, etc. It's confusing when the order the stories air is not the same order as when the stories take place.