Higher the interest rate means people have incentive to keep the cash in bank rather then in pocket or spend which reduces the money supply which reduces the inflation.
On the opposite side lower interest rates put more borrowing power in the hands of consumers and when consumers spend more, the economy grows, naturally creating inflation.