Существительное «society» в значении “people in general, thought of as a large organized group» — «люди вообще, как организованная группа » употребляется без артикля:
«He is a forger. He ought to be hounded out of civilized society» Mr. Wart on said.
There cannot be any justice for the poor in bourgeois society.
They decided to organize a cooperative society.
It was but natural that he preferred the society of his friends, but his parents did not understand this.