The most famous proponent of this idea was David Ben-Gurion (the first Prime Minister of Israel), who himself moved to Kibbutz Sade Boker to help settle the desert.
Innovative agricultural methods (rainwater use based on ancient models) are being developed, tested, and used in the Negev. Fish farming is a developing industry.