We find an explicit combinatorial interpretation of the coefficients of Kerov character polynomials which express the value of normalized irreducible characters of the symmetric groups $\mathfrak{S}(n)$ in terms of free cumulants $R_2, R_3, \dots$ of the corresponding Young diagram. Our interpretation is based on counting certain factorizations of a given permutation.