This article analyzes the issue of Facebook's data privacy in the light of legitimacy theory. Legitimacy theory states that the actions of an organization need to be as per the norms, values, and beliefs of the society. The article shows the recent failure of Facebook to achieve the desired financial goals and milestones due to major data privacy issues in regions of Europe, Myanmar, Sri Lanka, and others. The main aim of this analysis is to explain this issue of Facebook in the lights of an appropriate accounting theory to get to an appropriate decision.