Let \(S_n\) denote the symmetric group on n letters. The k-point fixing graph \(\mathcal {F}(n,k)\) is defined to be the graph with vertex set \(S_n\) and two vertices g, h of \(\mathcal {F}(n,k)\) are joined by an edge, if and only if \(gh^{-1}\) fixes exactly k points. Ku, Lau and Wong [Cayley graph on symmetric group generated by elements fixing k points, Linear Algebra Appl. 471 (2015) 405-426] obtained a recursive formula for the eigenvalues of \(\mathcal {F}(n,k)\) . In this paper, we use objects called excited diagrams defined as certain generalizations of skew shapes and derive an explicit formula for the eigenvalues of Cayley graph \(\mathcal {F}(n,k)\) . Then we apply this formula and show that the eigenvalues of \(\mathcal {F}(n,k)\) are in the interval \([\frac{-|S(n,k)|}{n-k-1}, |S(n,k)|]\) , where S(n, k) is the set of elements \(\sigma \) of \(S_n\) such that \(\sigma \) fixes exactly k points.