He left his wife for his affair partner.
affair Partner
idiomA person with whom one is having an extramarital or unfaithful relationship; the third party in an affair.
The scandal broke when the press photographed the politician meeting his affair partner at a hotel.
The discovery of the secret correspondence revealed that he had been maintaining a long-term relationship with his affair partner for several years.