Let $K$ be a real symmetric function about zero, Lipschitz continuous with compact support (say $supp K=[-1,1]$). Then $K$ is differentiable?
My idea is that it could be non-differentiable only on the boundaries of the support (i.e., on $\{-1,1\}$) and on the points on the non-differentiability of $K$. For short, it should be differentiable almost everywhere.