[step:Apply the weak strong maximum principle to the nonzero sign parts]
Let $w \in \{u^+,u^-\}$ be nonzero in $L^2(U)$. The previous step shows that
\begin{align*}
\int_U |\nabla w|^2\, d\mathcal{L}^n(x)
=
\lambda_1 \int_U |w|^2\, d\mathcal{L}^n(x).
\end{align*}
Define $A:H^1_0(U)\times H^1_0(U)\to\mathbb{R}$ and $B:H^1_0(U)\times H^1_0(U)\to\mathbb{R}$ by
\begin{align*}
A[v,z] = \int_U \nabla v \cdot \nabla z\, d\mathcal{L}^n(x)
\end{align*}
and
\begin{align*}
B[v,z] = \int_U vz\, d\mathcal{L}^n(x).
\end{align*}
Because $w\neq 0$ in $L^2(U)$, $B[w,w]>0$. For a fixed $\varphi\in H^1_0(U)$, define $q_\varphi:I_\varphi\to\mathbb{R}$ on an open interval $I_\varphi\subset\mathbb{R}$ containing $0$ and small enough that $B[w+t\varphi,w+t\varphi]>0$ by
\begin{align*}
q_\varphi(t)=\frac{A[w+t\varphi,w+t\varphi]}{B[w+t\varphi,w+t\varphi]}.
\end{align*}
Since $\lambda_1$ is the minimum of the Rayleigh quotient on $H^1_0(U)\setminus\{0\}$ and $q_\varphi(0)=\lambda_1$, the real differentiable function $q_\varphi$ has a minimum at $0$, so $q_\varphi'(0)=0$. Differentiating the quotient gives
\begin{align*}
0=q_\varphi'(0)=\frac{2A[w,\varphi]B[w,w]-2A[w,w]B[w,\varphi]}{B[w,w]^2}.
\end{align*}
Using $A[w,w]=\lambda_1 B[w,w]$ and $B[w,w]>0$, this identity reduces to
\begin{align*}
A[w,\varphi]=\lambda_1 B[w,\varphi].
\end{align*}
Thus
\begin{align*}
\int_U \nabla w \cdot \nabla \varphi\, d\mathcal{L}^n(x)
=
\lambda_1 \int_U w\varphi\, d\mathcal{L}^n(x)
\end{align*}
for every $\varphi \in H^1_0(U)$. Also $w\geq 0$ $\mathcal{L}^n$-a.e. in $U$ and $w\neq 0$. By the assumed weak strong maximum principle, $w>0$ $\mathcal{L}^n$-a.e. in $U$.
[/step]