The exact cause of Leydig cell tumors remains unknown. However, genetic factors may play a role. Certain genetic conditions, such as Peutz-Jeghers syndrome, have been associated with an increased risk of developing these tumors. Research is ongoing to better understand the underlying mechanisms.