An axion dark matter search with the CAPP-8TB haloscope is reported. Our results are sensitive to axion-photon coupling g(alpha gamma gamma) down to the QCD axion band over the axion mass range between 6.62 and 6.82 mu eV at a 90% confidence level, which is the most sensitive result in the mass range to date.