Negotiations are best carried out with parties that can generally be trusted. A company that engages in dodgy/tax evasive remuneration practices should not be trusted in any other sphere in my personal opinion.
And my opinion is that I would never turn my back on a great opportunity (if that is what it is) merely because the initial proposition from the counterparty was not everything that I wanted, I would negotiate.