Following his release, Kalai and Zeroni joined Avraham Stern who in July 1940 formed the Lehi (group), where Kalai wrote the new organization's manifesto.
In January 1941, the British police posted a £1000 reward for his arrest, and on February 4, 1942 Kalai and Zeroni surrendered.