I'm new to this forum so I hope you can forgive any errors (if any) present in this post.
I already have a solution for the question in my title, but my textbook mentioned that I should Galois Theory. My solution makes no use of Galois Theory, and I was hoping to figure out what the question wanted me to do.
My solution:
Consider the intermediate field $F_{k} = \mathbb{Q}(\sqrt{p_1},\dots, \sqrt{p_k})$. We claim that for any subset $S \subseteq \{p_{k+1},\dots,p_n\}$, $\prod\limits_{x \in S}\sqrt{x} \notin F_{k}$.
Let $S = \{p_{i_1},p_{i_2},\dots, p_{i_{m}}\}$. Suppose $\sqrt{p_{i_1}p_{i_2}\dots p_{i_{m}}} = a + b\sqrt{p_1}$. Then, $$0 = (a^2 + b^2p_1 - p_{i_1}p_{i_2}\dots p_{i_{m}}) + 2ab\sqrt{p_1}.$$ If $a = 0$, $b = \sqrt{\frac{p_{i_1}p_{i_2}\dots p_{i_{m}}}{p_1}}$, which contradicts that $b$ is rational. If $b = 0$, $a = \sqrt{p_{i_1}p_{i_2}\dots p_{i_{m}}}$, which contradicts that $a$ is rational. The desired result follows.\
Suppose the statement holds for $k-1$, and let $S = \{p_{i_1},p_{i_2},\dots, p_{i_{m}}\}$. Then, note $F_k = F_{k-1}(\sqrt{p_{k}})$. Suppose $\sqrt{p_{i_1}p_{i_2}\dots p_{i_{m}}} = a + b\sqrt{p_k}$ with ($a,b \in F_{k-1}$). Then, $$0 = (a^2 + b^2p_k - p_{i_1}p_{i_2}\dots p_{i_{m}}) + 2ab\sqrt{p_k}.$$ If $a = 0$, we have that $bp_k = \sqrt{p_{i_1}p_{i_2}\dots p_{i_{m}}p_k}$, which contradicts the inductive hypothesis, and, if $b = 0$, $a = \sqrt{p_{i_1}p_{i_2}\dots p_{i_{m}}}$, contradicting the inductive hypothesis. It follows that $\sqrt{p_{k+1}} \notin F_{k}$, and, hence, $[K : \mathbb{Q}] = 2^n$.
If the validity of this solution could also be verified, I would be grateful.