Yes, you can say. You can use "leave from" if it's important that you mention the starting point of a journey.
I left the airport = I exited the building and its grounds and went somewhere else. The journey is irrelevant.
I left from Heathrow Airport = I went somewhere and my starting point was that airport.
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