Agree with @brownsfan address the crossovers first and look for compromised electrolytics, or if they look really old replace them anyway (nichicon non polars and mundorfs from parts connexion are OK). If you decide to use films as replacements get some electrolytics as well, because you not actually prefer the final result.
If that doesn’t fix your problem progress onto the ferrofluid.