Here's the solution I expected: Let $G=\operatorname{Gal}(\Bbb{F}_{p^2}/\Bbb{F}_p)$ by construction, the cokernel of the norm is the 0-th Tate cohomology $\hat{H}^0(G,\Bbb{F}_{p^2})$, since $G$ is cyclic, periodicity of the Tate cohomology implies that $\hat{H}^0(G,\Bbb{F}_{p^2}) \cong \hat{H}^2(G,\Bbb{F}_{p^2})\cong H^2(G,\Bbb{F}_{p^2})$ Now the latter group is a relative Brauer group, so it classifies division algebras with center $\Bbb{F}_{p^2}$ and degree $2$.
But by Wedderburn's little theorem, all finite division rings are fields, so the group must be zero, thus the norm is surjective