Existence of minimizer of a strongly convex quadratic function on a closed set?

Question

$$ \min\limits_{x\in \mathcal{X}} \|x\|_2^2 $$ where $\mathcal{X}\subseteq R^N$ is a closed set but not necessary convex and can be unbounded. Then existence of optimal solution to this problem holds or not?