  In this paper, we develop a new method for constructing $m$-ovoids in the
symplectic polar space $\W(2r-1,\q)$ from some strongly regular Cayley graphs
in \cite{Brouwer1999Journal}. Using this method, we obtain many new $m$-ovoids
which can not be derived by field reduction.
