My question comes from the famous book: convex analysis, Rockafellar Ch. 13
My question is the minimization over $C$ should be $-\delta^*(x^* \mid C)$. Why is the answer $-\delta^*(-x^* \mid C)$?
My point is that if we I get $\delta^*(x^* \mid C)$, the maximum value of $x^*$ over $C$, the minimum is nothing but the minus sign of it.
Note: A related question just for reference:

Note that $\inf_{x \in S} \, f(x) = - \sup_{x \in S} -f(x)$.
The smallest possible value of $f$ is the same as the largest possible value of $-f$, except the signs are flipped.
So the formula $-\delta^*(-x^* | C)$ is correct.