If it's him, and everybody knows he did it before, why the disguise?
Same reason why he doesn't talk. It's just part of the gimmick.
Brand Recognition, simple as that. it's why Bob Ross grew his hair the way he did, despite the fact he hated it. Its what people came to expect, so its what they gave us.