Not only that, even if depression is caused by income, perhaps it's caused by relative income. That means increasing income across the board might have no effect.
Correct, but remember that, if income across most of the population were to be increased, keeping the amount of total income constant, then average relative income would increase. For example, a typical redistribution tax in the typical, modern capitalist society, would have this effect.