Outland was born in Hesper, Kansas to Thomas Outland and Mahala Outland (née Kemp) into a Quaker family who settled in Kansas from Indiana around 1860 during the Bleeding Kansas period as part of a larger Quaker immigration to Kansas in support of the Free state cause.
Outland worked his way through college and spent his last two summers as a companion to rich young men who were alcoholics.