Neutral particles do not leave tracks in a bubble chamber because they lack the necessary charge to interact with the magnetic field, which is essential for creating a visible bubble trail. The bubble forms around the atoms in the liquid rather than the neutral particles themselves, as these particles do not ionize the surrounding medium effectively. While neutrons can ionize hydrogen atoms, their interaction is insufficient to produce a strong enough ionization trail to trigger bubble formation. Charged particles, on the other hand, create a spiral path due to the magnetic field, allowing for measurement and observation. The discussion also touches on the historical context of the bubble chamber's invention, highlighting its development as a solution to limitations faced by cloud chambers.