Since wealthy people hold more of their wealth in assets, this insulates them from inflation more than those who hold their wealth in savings or who live paycheck to paycheck and see their cost of living increase.
On paper it does reduce the burden of certain debts, but people on the lower socioeconomic end of the spectrum are often already paying debts at much higher or variable interest rates.