Parliamentary President, Roberta Metsola said she had taken the move after a request from Belgian police.
But her statement did not name the European Members of Parliament involved.
The scandal erupted last month after one European Members of Parliament and three others were arrested on charges of corruption and money-laundering.
While authorities have not named the country behind the bribery network, numerous EU sources have accused Qatar of running the operation.
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