The production company announced the indefinite suspension of the ABC show after the incident which took place on the set in Mexico, according to The Hollywood Reporter.
"We have become aware of allegations of misconduct on the set of 'Bachelor in Paradise' in Mexico," Warner Bros. Said in a statement.
"We have suspended production and we are conducting a thorough investigation of these allegations. Once the investigation is complete, we will take appropriate responsive action."
Some of the cast were spotted at the airport flying out of Puerto Vallarta on Sunday.