The security of the quantum secure direct communication (QSDC) protocol with duster state is analysed. It is shown that the secret would be partially leaked out when an eavesdropper performs forcible measurements on the transmitted particles. With the help of the result in minimum error discrimination, an upper bound (i.e.40%) of this leakage is obtained. Moreover, the particular measurements which makes the leakage reach this bound are given.