Since Will Sawin suggested I expand my comment, here goes (my starting point is that Will has already proved that a "normal" finite group $G$ is solvable).
Let $M$ be a minimal normal subgroup of a "normal" group $G$. Then $M$ is an elementary Abelian $q$-group for some prime $q$, as $G$ is solvable. Let $r,s$ be any two non-identity elements of $M$. Then $M = \langle grg^{-1} : g \in G \rangle$ and $M = \langle gsg^{-1} : g \in G \rangle$ (both subgroups are contained in $M$, neither is the identity, and $M$ is minimal normal). By the definition of a "normal" group $G$, we have $\langle r \rangle = \langle xsx^{-1} \rangle$ for some $x \in G$. Hence the subgroups $\langle r \rangle$ and $\langle s \rangle$ are $G$- conjugate. Thinking of $M$ as a vector space over $\mathbb{F}_{q}$, we see that $G/M$ acts (via conjugation action) as a group of linear transformations of $M$ which is transitive on $1$-dimensional subspaces. This puts quite strong restrictions on $G/C_{G}(M)$
Now suppose that $X$ is a solvable doubly transitive permutation group, and let $V$ be a minimal normal subgroup of $X$. Then $G = VH$ where $H$ is a point-stabilizer in the permutation action, and $V \cap H = 1$. B. Huppert classified such $X$: note that $V$ may be identified with the set on which $X$ acts doubly transitively, and this extends the regular action of $V$ on itself.
Hence $H$ must act transitively on $V^{\#}$, the set of non-identity elements of $V$.
It may be worth remarking that in general, if $Y$ is a finite solvable group with a unique minimal normal subgroup $U$ such that $Y$ acts transitively on non-identity cyclic subgroups of $U$, and semi-regularly on non-identity elements of $U$ and $Y/U$ is a "normal" solvable group, then $Y$ is "normal". To see this, let $T$ be a complement to $U$ in $Y$ (all of these are conjugate under the hypotheses, as $[Y:U]$ and $|U$ must be coprime). Then $T$ is a "normal" group in its own right by isomorphism theorems. The hypotheses also imply that every element of $Y \backslash U$ has order prime to $p$, where $U$ is a $p$-group.
Hall's theorems then imply that every element of $Y \backslash U$ is conjugate to an element of $T$. Furthermore, two subgroups of $T$ are $Y$-conjugate if and only if they are already $T$-conjugate.
Let $N$ be a proper non-identity normal subgroup of $Y$. Then $N$ must contain $U$ by the uniqueness of $U$. Then $N = UM$ where $M$ is a uniquely normal subgroup of $T$.
Now let $r$ and $s$ be non-identity elements of $Y$ with the same normal closure. If $r,s \in U$, then we know that $\langle r \rangle$ and $\langle s \rangle$ are $Y$-conjugate. Hence we may suppose that $r$ and $s$ both lie outside $U$.
Otherwise $\langle rU \rangle $ and $\langle sU \rangle$ are conjugate by "normality" of $Y/U$. The hypotheses also imply that all elements of $rU$ have order prime to $p$, and are conjugate via an element of $U$. Hence we may suppose that $r,s \in T$, and are $T$-conjugate. Thus $Y$ is "normal".