We prove that the $f$-divergences between univariate Cauchy distributions are always symmetric and can be expressed as functions of the chi-squared divergence. We show that this property does not hold anymore for multivariate Cauchy distributions. We then present several metrizations of $f$-divergences between univariate Cauchy distributions.