We propose a multi-antenna cyclostationary based spectrum sensing technique, which is blind with respect to the cyclic frequencies (CF) and number of active primary users (PU). The general model of noise with no prior specific structure is assumed and hence the proposed method can be employed even in the presence of spatially or temporally correlated noise environments. The presented detector is derived by calculating the decision statistics based on generalized likelihood ratio test (GLRT) for different CFs corresponding to PUs. Simulation results illustrate the superiority of proposed detector compared to the other multi-antenna cyclostationary based detectors.