Random Number Generators (RNGs) play a crucial role in slot algorithms by ensuring fair and unpredictable outcomes. They generate random sequences that determine the results of each spin, maintaining game integrity. This technology guarantees that every player has an equal chance of winning, enhancing the gaming experience.