The expression describes a person who is extremely calm, relaxed and in control of their emotions. This phrase may have originated from the fact that even in hot weather, the inside of cucumbers are more or less 20 degrees cooler than the outside environment. Therefore, a person who stays cool, calm and relaxed in a difficult situation can be compared to a cucumber staying cool inside, even in hot weather!