Hundreds of people gathered in the city to demand that the lead judge, Tarek Bitar, be allowed to resume his work.
He had to stop on Monday after a former minister wanted for questioning filed a complaint that accused him of bias.
No-one has yet been held accountable for the August 2020 blast, which killed 219 people and injured 7,000 others.