The model, who shot to fame for her provocative selfies -- tame by Western standards, but which polarised the conservative Muslim country -- was strangled last July.
Her brother Muhammad Waseem has confessed to the killing, though his case has yet to go to trial in the central city of Multan.
Prosecutors had been urging the court to also indict the cleric, Mufti Abdul Qavi, whose phone records showed he had been in touch with Waseem after he was embroiled in controversy with Baloch earlier last year.
He was sacked from his position on a government committee and rebuked by a religious affairs council after Baloch released pictures of herself with him in a hotel room weeks before her murder, wearing his hat and pouting.
She later called Qavi a "blot on the name of Islam" and accused him of inappropriate behaviour.
"I thought I would expose him as he is in reality," she told AFP at the time, adding: "He is a different person alone and different when he has his followers around him."
Prosecutor Ziaur Rehman told the judge that Qavi's phone records showed he had been in contact with Baloch's brother Waseem and cousin Haq Nawaz, accused by police of being an accomplice, before the murder.
On Wednesday a Multan court revoked Qavi's bail and ordered his arrest. Qavi, who has denied any role in the killing, briefly fled the court, but was taken into custody by police later in the day.
Senior police official Fahad Ahmad confirmed the arrest and said that police were investigating Qavi.
Some of Baloch's more notorious acts included offering to perform a striptease for the Pakistani cricket team, and donning a plunging scarlet dress on Valentine's Day.
Initially dismissed as a Kim Kardashian-like figure, she was seen by some, including many young people, as empowered in a country where women have fought for their rights for decades.
Her murder reignited calls for action against an epidemic of so-called "honour killings", in which a victim is killed by a close relative -- who can subsequently be pardoned by another family member under Pakistan law.
In October last year parliament passed a law aimed at removing the ability to forgive "honour" killers. But critics contend some loopholes still exist.
Baloch's brother Waseem told a press conference in the days after the killing that he had no remorse over what he did, saying that "of course" he had murdered his sister and adding that her behaviour had been "intolerable".
Waseem, his cousin Nawaz, and a taxi driver named Abdul Basit were indicted in December, with Waseem pleading not guilty, despite his earlier statements.
The trial has yet to begin.
(Except for the headline, this story has not been edited by NDTV staff and is published from a syndicated feed.)