The following things happen when an opportunity record that has opportunity participants with associated share table entries is set to Private:
The share table records are deleted, which means that any sharing access granted by the opportunity participants is revoked.
The opportunity participant records are not deleted, which means that they still exist on the opportunity record and can be viewed by users who have access to the opportunity.