Velocity saturation occurs in semiconductors when the carrier velocity reaches a maximum limit due to high electric fields, resulting in a reduced rate of increase in current with increasing voltage. This phenomenon is crucial in the design of high-speed electronic devices as it limits the performance of transistors by constraining the current drive capability.