Raymond Lionel Leane was born on 12 July 1878 in Prospect, South Australia, the son of a shoemaker, Thomas Leane, and his wife Alice.
Leane was commissioned as a lieutenant in the 11th Infantry (Perth Rifles), a unit of the part-time Citizens Forces in 1905.