The prince was about to conduct a flight on his private plane to Saudi Arabia.
Lebanese TV station Al Mayadeen also said that 40 packages of drugs, weighing 2 tons in total, were confiscated.
The prince was arrested and taken in for questioning along with four other people.
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According to Press TV they were charged with attempting to smuggle pills of captagon, an amphetamine allegedly widely used among fighters in the Middle East.