 Perc was rumoured to be involved in an affair with Kay Francis, but no reference to it was found in Francis' diaries.He was married on several occasions, to Virginia Thomas, Gloria Dickson, Juliette Novis and Margaret Valetta.He was also engaged to Betty Hutton, who broke off the engagement later saying it was because he bored her.