Squirrels make the same scurrying, squeaking sounds in walls as they do in attics. These sounds are often confused with rat and mice noises but are more prevalent in the morning and evening when squirrels are less likely to be outside searching for food. Squirrels are easily frightened, so if you bang on the wall, you’ll probably hear them scurrying away.