Rather, because the gain produced by financial instruments is proportional to the wealth someone has, the returns of finance disproportionately benefit those with large amounts of wealth. One man can only make so much plumbing or being a mechanic, but can make an arbitrary about by investing in ETFs.
In other words, if the financial sector was largely a collection of small businesses run by middle class people, no one would think it was a problem that they make money. That would be great! But in reality it's a smaller amount of companies and smaller amount of wealthy people that benefit from it.
That problem isn't unique to finance, it affects many parts of our society.