Economists polled by Reuters had predicted the bank would hold rates given a modest inflation outlook and recent subdued growth in exports.
The central bank said price pressures were tame and current monetary policy is adequately loose.
Taiwan's exports in the first two months of 2014 rose just a sliver from a year earlier, indicating that global demand for the island's high-tech products remains tepid.