France's BFM television and other French media reported that police found nothing suspicious at the tower, which is France's most popular tourist monument. Paris police headquarters did not immediately respond to calls seeking information.
Around midnight in Paris, people were walking around and riding bikes under the tower. The tower itself usually closes at 11 p.m.
French media say a second tourist hub — the Saint-Michel subway station near Notre Dame Cathedral — was also been briefly evacuated.