Do I have to give them the ability to view all Financial Statements just to view that one Custom Financial report?

Could it work with the "Run unrestricted" option?

Not available in report builder. Just has Audience and Access tab and Access is supposed to override role permissions

Ah my bad, was thinking about Saved Searches