mutual information entropy problem

Question

In mutual information we have: if $x$ and $y$ are independent then $p(x,y)=p(x)p(y)$ and then $I(X;Y)=0$.

Do If $I (X;Y) = 0$ when $x$ and $y$ are not necessarily independent?