Colloquial English language has no word for that -- no label we use to describe the man with whom a married woman cheats. Gigolo doesn't really cover it. Lover, perhaps, but no newspaper account would use it in a situation like this because their goal is to talk about sex without directly mentioning it. Paramour? That just sounds ridiculous.