Toxins can induce meningitis by causing damage to the meninges either directly or indirectly. Certain chemical agents, including heavy metals like lead and mercury, can penetrate the blood-brain barrier and lead to inflammation. Additionally, exposure to neurotoxic substances such as pesticides or industrial chemicals can result in similar outcomes.