I don't understand your comment. The term is always used in that relative sense, even in the examples that Oxford gives: Someone who is very rich is privileged

I don't understand your comment. The term is always used in that relative sense, even in the examples that Oxford gives: Someone who is very rich is privileged compared to someone who is not. Further, no part the definition you quoted restricts a privilege from being enjoyed by the majority.