"to free from bias," 1708, from un- (1) "not" + bias.

The truest service a private man may hope to do his country is, by unbiassing his mind as much as possible. [Swift, "The Sentiments of a Church of England Man with respect to Religion and Government," 1708]

Online Etymology Dictionary, © 2010 Douglas Harper