1707, "one employed in the removal of dust, rubbish, and garbage," from dust (n.) + man (n.). As the genius of sleep in popular sayings and folklore, by 1821.
dusky
dust
dust bowl
dustbin
duster
dustman
dustpan
dust-storm
dust-up
dusty
dusty miller