He was born at Gore Port, Finea, County Westmeath, a younger son of Captain Alexander Walker and his wife Elizabeth Elliott.
An advocate for Home Rule, Walker remained within the Liberal Party after its split, and was eventually appointed Lord Chancellor of Ireland when Gladstone returned to power in 1892.