The key fact here is that any finite field $K$ has a unique degree $n$ extension, for each $n\ge1$. Denote such a field as $K_n$. We have that $F=\bigcup_{n\ge1} K_n$. [Try to show this]
Given this, for any element $\sigma\in Aut_KF$ and any $n\ge 1$, the automorphism restricts to $\sigma|_{K_n}\in Aut_K(K_n)$. [$\sigma(K_n)$ is a degree $n$ extension of $K$, so by uniqueness $\sigma(K_n)=K_n$.] Moreover, $\sigma$ must restrict to a group homomorphism $K_n^\times\to K_n^\times$, which is given by $x\mapsto x^q$ for some $q$, since $K_n^\times$ is cyclic.
$Aut_KF$ is abelian: For any two elements of $Aut_KF$, it suffices to check their restrictions to $K_n$ commute, for each field $n\ge1$, since $\sigma|_{K_n}\in Aut_K(K_n)$. Now such automorphisms have to be of the form $x\mapsto x^q$, so commutativity is immediate. Alternatively put, $Aut_K(K_n)$ can be seen as a subgroup of the abelian group $Aut(K_n^\times)$, and hence is also abelian.
Every nontrivial element of $Aut_KF$ has infinite order: Suppose $\sigma\ne1\in Aut_KF$ is such that $\sigma^N=1$. Consider $F^\sigma:=\{x\in F:\sigma(x)=x\}$.
In particular for each $n\ge1$, we have $(\sigma|_{K_{nN}})^N=1$, so for the subfield $K_{nN}^\sigma=K_{nN}\cap F^\sigma:=\{x\in K_{nN}:\sigma(x)=x\}$, each element $x\in K_{nN}$ is a root of the $K_{nN}^\sigma$-polynomial $\prod_{i=0}^{N-1}(T-\sigma^ix)$, so the index is $[K_{nN}:K_{nN}^\sigma]|N$, or $n|[K_{nN}^\sigma:K]$. In other words, $F^\sigma\supseteq K_{nN}^\sigma\supseteq K_n$. Since $n$ was arbitrary, this implies $F^\sigma=F$, that is, $\sigma=1$.