Why does chillingworth seek the association between him and dimmesdale?

Chillingworth knows he is old and is no longer attractive to Hester even though he is her spouse. She is more attracted to someone of Dimmesdale's ways so he believes creating this association with Dimmesdale will help him retain his ways in order to help win Hester's love back.