Assume that $G$ is a graph with edge ideal $I(G)$ and star packing number $α_2(G)$. We denote the $s$-th symbolic power of $I(G)$ by $I(G)^{(s)}$. It is shown that the inequality ${\rm depth} S/(I(G)^{(s)})\geq α_2(G)-s+1$ is true for every chordal graph $G$ and every integer $s\geq 1$. Moreover, it is proved that for any graph $G$, we have ${\rm depth} S/(I(G)^{(2)})\geq α_2(G)-1$.