In the paper introducing supersingular isogeny Diffie-Hellman, they write
Every supersingular elliptic curve in characteristic $p$ is defined over either $F_p$ or $F_{p^2}$ (see Silverman's AEC)
The most I am able to conclude from Silverman's book is that any supersingular elliptic curve is isomorphic to a curve defined over $\mathbb{F}_{p^2}$
V.3.1 Says that supersingular elliptic curves have $j$-invariant in $\mathbb{F}_{p^2}$
III.1.4 Says that elliptic curves with equal $j$-invariants are isomorphic and given some $j_0\in \bar{K}$, there exists a curve defined over $K(j_0)$ with $j$-invariant $j_0$.