Inequalities play a main role in pure and applied mathematics. In particular, Jensen inequality plays an important role in many fields of Mathematics. In this paper we prove two new Jensen-type inequalities for harmonic convex functions via fractional calculus, and we apply them to generalized Caputo-type fractional integrals.