They found an autumn romance in their sixties.
autumn romance
idiomA romantic relationship which occurs in a later stage of life.
After years of living alone, she was surprised to find an autumn romance with a neighbor at the community center.
Though they had both resigned themselves to a quiet solitude, the unexpected arrival of an autumn romance brought a vibrant, renewed sense of purpose to their final years.