Kurosagi (2022)

Both have a Swindler ML and are Japanese dramas. There’s a policeman in both that tries to help them. Both male leads had a tragic past and are actually quite kind.

one of the main characters loses his family because of a swindler/ conman and their father decides to commit suicide because of that.

The older 2006 version. . .