In the case of surfaces the inequality is true EDIT: with the only exception of surfaces ruled over a curve of genus  $>1$.  It has beeen proven by Miyaoka [On the Chern numbers of surfaces of general type.
Invent. Math. 42 (1977), 225–237] for surfaces of general type. For surfaces not of general  type it can be proven easily by looking at the classification.