[proofplan]
We prove the contrapositive obstruction directly from the small-set definition of [uniform integrability](/page/Uniform%20Integrability). If $\mathcal F$ were uniformly integrable, then measurable sets of sufficiently small $\mu$-measure would force the integrals of $|f|$ over those sets to be uniformly small for all $f\in\mathcal F$. Since $\mu(A_n)\to0$, one of the sets $A_n$ must be small enough to trigger this bound, contradicting the assumed lower bound for the corresponding function $f_n$.
[/proofplan]
[step:Assume uniform integrability and obtain a small-set bound]
Assume, for contradiction, that $\mathcal F$ is uniformly integrable. By the definition of uniform integrability, applied with the positive number $\varepsilon_0/2$, there exists a number $\delta>0$ such that for every set $A\in\mathcal E$ satisfying $\mu(A)<\delta$,
\begin{align*}
\sup_{f\in\mathcal F}\int_A |f|\,d\mu(x)<\frac{\varepsilon_0}{2}.
\end{align*}
[guided]
We argue by contradiction, so suppose that $\mathcal F$ is uniformly integrable. The relevant definition says that the integrals of $|f|$ over small measurable sets are small uniformly in $f\in\mathcal F$: for every positive tolerance $\varepsilon>0$, there is a number $\delta>0$ such that every $A\in\mathcal E$ with $\mu(A)<\delta$ satisfies
\begin{align*}
\sup_{f\in\mathcal F}\int_A |f|\,d\mu(x)<\varepsilon.
\end{align*}
We choose the tolerance to be $\varepsilon=\varepsilon_0/2$. This strict smaller number avoids any endpoint issue with the assumed lower bound $\varepsilon_0$. Therefore there exists $\delta>0$ such that whenever $A\in\mathcal E$ and $\mu(A)<\delta$, one has
\begin{align*}
\sup_{f\in\mathcal F}\int_A |f|\,d\mu(x)<\frac{\varepsilon_0}{2}.
\end{align*}
[/guided]
[/step]
[step:Choose one obstructing set below the uniform-integrability threshold]
Since $\mu(A_n)\to0$, there exists an index $n_0\in\mathbb N$ such that
\begin{align*}
\mu(A_{n_0})<\delta.
\end{align*}
Applying the preceding small-set bound with $A=A_{n_0}$ gives
\begin{align*}
\sup_{f\in\mathcal F}\int_{A_{n_0}} |f|\,d\mu(x)<\frac{\varepsilon_0}{2}.
\end{align*}
[/step]
[step:Contradict the assumed lower bound]
Because $f_{n_0}\in\mathcal F$, the integral for this particular function is bounded above by the supremum over $\mathcal F$:
\begin{align*}
\int_{A_{n_0}} |f_{n_0}|\,d\mu(x)\le \sup_{f\in\mathcal F}\int_{A_{n_0}} |f|\,d\mu(x).
\end{align*}
Hence
\begin{align*}
\int_{A_{n_0}} |f_{n_0}|\,d\mu(x)<\frac{\varepsilon_0}{2}<\varepsilon_0.
\end{align*}
This contradicts the hypothesis that
\begin{align*}
\int_{A_{n_0}} |f_{n_0}|\,d\mu(x)\ge \varepsilon_0.
\end{align*}
Therefore $\mathcal F$ is not uniformly integrable.
[/step]