He was elected to the Norwegian Parliament from Telemark in 1954, and was re-elected on one occasion. Outside politics Grave worked as a secretary in Det norske lutherske Indremisjonsselskap. He also worked in Vårt Land.
On the local level Grave was a member of Drangedal municipal council from 1947 to 1957.