Halloween, as we know it today, borrows traditions from 4 different festivals. The custom of wearing costumes or masks comes from the Celtic tradition of young men impersonating evil spirits by dressing up in white costumes with blackened faces or masks in an attempt to placate these spirits.

[Source: Today I found out]