> If they had no useful purpose, why did we think about them for years?

I don't see a 'we' here. By your own admission you didn't spend years thinking about complicated math topics. So maybe you simply don't see the "purpose". Or maybe no one sees the purpose yet because for some math practical applications take years to discover.