In this paper, we study finite element approximations of the viscosity solution of the fully nonlinear Monge-Ampère equation, det(D 2 u) = f (> 0) using the well-known nonconforming Morley element. Our approach is based on the vanishing moment method, which was recently proposed as a constructive way to approximate fully nonlinear second order equations by the author and Feng (J Sci Comput 38(1):74-98, 2009). The vanishing moment method approximates the MongeAmpère equation by the fourth order quasilinear equation − ∆ 2 u + det(D 2 u ) = f with appropriate boundary conditions. We develop a finite element scheme using the n-dimensional Morley element introduced in Wang and Xu (Numer Math 103: 155-169, 2006) to approximate the regularized fourth order problem in two and three dimensions, and then derive optimal order error estimates.