We study the asymptotic behavior of the maximal multiplicity $M_n=M_n(σ)$ of the blocks in a set partition of $[n]=\{1,2,...,n\}$, assuming that $σ$ is chosen uniformly at random from the set of all such partitions. Let $W=W(n)$ be the unique positive root of the equation $We^W=n$ and let $f_n$ be the fractional part of $W(n)$. Furthermore, let $R_n=W^{\lfloor W\rfloor}/\lfloor W\rfloor !$ and let $\vartheta_n=\min{\{f_n,1-f_n\}}$. We show that, over a subsequence $\{n_k\}_{k\ge 1}$, $(M_{n_k}-R_{n_k})/\sqrt{R_{n_k}}$ converges weakly, as $k\to\infty$, to $\max{\{Z_1,Z_2-u\}}$, where $Z_1$ and $Z_2$ are two independent copies of a standard normal random variable and either $u=\left(\frac{1}{2π}\right)^{1/4}\lim_{k\to\infty}\vartheta_{n_k}\frac{\sqrt{n_k}}{\log^{7/4}{n_k}}\in [0,\infty)$ or $u=\infty$. The proof uses the saddle point method. A comparison with the similar statistic for random integer partitions of $n$ is also given.