We characterize chordal graphs using vertex separators, and vice versa.1
First, suppose that all minimal vertex separators of $G$ are complete. Let $c$ be a cycle of length greater than 3. Let $v, w$ be nonconsecutive vertices in $c$. If $v$ and $w$ are adjacent in $G$, then $\set{v, w} \in E$ is a chord. If $v$ and $w$ are nonadjacent, then $vw$-separator exists.
The key insight is that there exists two non-consecutive vertices in the cycle that are also included in any $vw$-separator $T$. Split the cycle into the path from $v$ to $w$, call it $p_1$ and the path from $w$ to $v$, call it $p_2$. $T$ must include an interior point of $p_1$, call it $u_1$, otherwise $v$ and $w$ are connected. Similarly, $T$ must include an interior point of $p_2$, call it $u_2$. $u_1$ and $u_2$ are not consecutive in $c$, since they are distinct from $x$ and $y$.
Let $S$ be a minimal $vw$-separator. Let $s, t \in S$ be two non-consecutive vertices in the cycle different from $v$ and $w$ By assumption $S$ is complete, so $s$ and $t$ are adjacent in $G$.
Second, let $G = (V, E)$ be a chordal graph. Let $S$ be a minimal $vw$-separator. Let $C_v$ and $C_w$ be the connected components containing $v$ and $w$ of the subgraph induced by $V \setminus S$.
If $\nu m{S} = 1$, then $S$ is complete. Otherwise, let $x, y \in S$ by distinct. We want to show $\set{x, y} \in E$. The key insight is that $x$ is adjacent to vertices in $C_v$ and $C_w$. If there were no such vertex, $S \setminus \set{x}$ would be a $vw$-separator and $S$ would not be minimal. Similarly with $y$. Also, $\nu m{C_v}, \nu m{C_w} \geq 1$.
With these observations, there exists a path from $x$ to $y$ through $C_v$. Let $p_v = (x, v_1, \dots , v_k, y)$ be a path of shortest length with at least one interior vertex (so $k \geq 1$) from $x$ to $y$ using interior vertices in $v_1, \dots , v_k \in C_v$. Let $p_w = (y, w_1, \dots , w_l, x)$ be a path of shortest length with at least one interior vertex (so $l \geq 1$) from $y$ to $x$ using interior vertices $w_1, \dots , w_k \in C_w$. Use $p_v$ and $p_w$ to define the cycle $c = (x, v_1, \dots , v_k, y, w_1, \dots , w_l, x)$ which has length at least four. $G$ is chordal, so $c$ has a chord.
We argue that the chord of $c$ is $\set{x, y}$. Since $C_w$ and $C_V$ are different connected components (whose vertices are not included in $S$), there are no edges $\set{v_i, w_j}$ for $i = 1, \dots , k$ and $j = 1, \dots , l$. Since $p_v$ and $p_w$ are paths of shortest length, they have no chords. In particular, there is no edge $\set{v_i, v_j}$ for $\abs{i - j} > 1$ or $\set{v_i, x}$ for $i = 1, \dots , l$. Similarly, there is no edge $\set{w_i, w_j}$ for $\abs{i - j} > 1$ or $\set{w_i, y}$ for $i = 1, \dots , l$. The only remaining pair is $\set{x, y}$, and so it must be the chord.