yes they do, as money printing benefits those who are leveraged into assets more than other types of debt holders.
The rich (by proxy, through investing in the stock market) actually hold more debt in aggregate. And per capita, they hold WAY more debt, hence benefit from money printing even more.
Money printing is indirect wealth transfer from everyone else to the rich.