There are some bugs in Eigen... functions of MMA, and unfixed till now...
Eigenvalues broken in Version 12.0
Complex eigenvalues from a sparse Hermitian matrix
Wrong eigenvalues from a sparse matrix
Tired of questions not showing mathematical formulae explicitly?