I'd go with Doug's suggestion, EXCEPT that you've had the problem with (at least according to your description) so many different cartridges. It could be that something is being overdriven -- like too high a gain setting in your phono preamp.
OR, if it happens with all sources and not just vinyl, it could be due to an impedance mismatch between your preamp and your amp. I've certainly run across that one before! And this particular amp needs to be configured to match your speaker drivers. Both of these issues are mentioned in the notes published on the First Watt website:
"It is well suited to sensitive full-range drivers such as Lowther or Fostex, and allows easy use of parallel loading networks to tailor the driver response.
It has both balanced and single-ended inputs. The input impedance is nominally 80 Kohm, and the output impedance is 80 ohms."