SYDNEY—Australia’s central bank Tuesday extended its record period of policy inaction beyond two years, keeping its benchmark interest rate unchanged in September.

As expected by economists, the Reserve Bank of Australia held the official cash rate at a record low 1.50%, a threshold it has remained at since mid-2016.

“The low level of interest...