The dot product is zero, so you call them perpendicular.
$\underline{a}\cdot\underline{b} = 0$ gives perpendicularity only when both vectors are non-zero — the zero vector dots to zero with everything.
Next time: Rule out the zero vector before concluding perpendicular.