What does it mean when you say gambling has always had its dark side?

It basically means that, even though many people win when they gamble, a "gambling lifestyle" can lead to bad problems. Many people become addicted, which can lead to all sort of personal and financial problems. It's extremely common for people to lie about gambling losses or how often they gamble.