In this paper strong duality for nearly convex optimization problems is established. Three kind of conjugate dual problems are attached to the primal optimization problem: the Lagrange dual, the Fenchel dual and the Fenchel-Lagrange dual problems. Our main results show that under suitable conditions, the optimal objective values of these four problems coincide.