In the mobile RFID (Radio-Frequency Identification) environment, scanning RFID tags which are personalized can bring some privacy infringement issues. In spite of the case that private information is not stored in those tags, one can identify entities, analyze their preferences, and track them by collecting data related with the tags and aggregating it. Especially, it might be more serious at the point of that data collection may be done not only by enterprises and government, but also by individuals. In this paper, we describe privacy infringements for the mobile RFID service environment. The proposed framework provides a means for securing the stability of mobile RFID services by suggesting personal policy based access control for personalized tags.