Let $f_n$ be a sequence of nonnegative functions defined on $\mathbb{R}^N$ such that
$f_n \rightarrow f $ almost everywhere on $\mathbb{R}^N$ and such that $$\int_{\mathbb{R}^N} f_n \rightarrow \int_{\mathbb{R}^N} f $$ If $f$ belongs to $L^1(\mathbb{R}^N)$ show that for every Borel set $B$ $$\int_B f_n \rightarrow \int_B f $$
Use Fatou's Lemma on $f + f_n - |f - f_n|$ to show that actually $f_n \rightarrow f$ in $L^1$. This easily implies your claim.