If you search for correlations long enough, you will find some.

Imagine looking at 20 different variables.

That's 20 * 19 different possible combinations.

If the significance threshold is 0.05, that means you'll almost certainly find correlations that are "significant" but also spurious.

A classic XKCD also made this point.