A peace period is a period at the start of the game, when it is impossible to attack other countries (yet).
It comes in two flavors: fellow humans, and neutrals. The setting can be different for both categories.
It ends at the day change when the day number changes away from the peace period value; so if the peace period is set to two days, you can start attacks after day change 2-3.