$P(Z_1Z_2>0)=\frac12-\frac1{\pi}\arcsin(1-2\epsilon)$ hence, indeed, $P(Z_1Z_2>0)\geqslant\epsilon$ and the inequality is strict except when $\epsilon=0$ and $\epsilon=1$.
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