From your assumptions you have $0 \le g_n + f_n$ and $0 \le g_n - f_n$ so we get with Fatou's Lemma
$$\int (g + f) d\mu \le \liminf_{n\to\infty} \int (g_n + f_n) d\mu = \int g d\mu + \liminf_{n\to\infty} \int f_n d\mu \quad(*)$$
and also:
$$\int (g - f) d\mu \le \liminf_{n\to\infty} \int (g_n - f_n) d\mu = \int g d\mu - \limsup_{n\to\infty} \int f_n d\mu \quad(**)$$
Substract $\int g d\mu$ on every side leads us to:
$$\int f d\mu \le \liminf_{n\to\infty} \int f_n d\mu \le \limsup_{n\to\infty} \int f_n d\mu \le \int f d\mu$$
So we're done…