The meaning of this common English phrase is very different than it may sound. In fact, it doesn't really make logical sense when reading it. The phrase is essentially the same as saying: "Relax."
It is said by a person to another person to calm them. It can also be used by a person when saying they are going to relax. “I am going to take it easy this weekend.”