离开 (lí kāi) is the standard way to say 'leave (a place/person)' — it is a resultative verb compound that takes an object directly. Compare 离 (lí), which also means 'to leave' but often appears as 'from' in distance phrases, and 出发 (chū fā), which means 'to set off on a journey' rather than just departing from somewhere.