White noise is a random signal with equal power at every frequency, a flat power spectral density. The name is by analogy with white light, which contains all visible frequencies equally.
Because all frequencies are equally represented, white noise samples are uncorrelated: knowing one sample tells you nothing about any other.
White noise is an idealization, integrating a flat over all frequencies gives infinite total power. In practice, noise is always band-limited.