Following the Action Group Crisis that plunged the Western Nigeria into deep political crisis which subsequently engulfed the whole county, Adegbenro was suspended from office in the ensuing military coup of 1966. He led the Action Group when Awolowo and other leaders of the party were imprisoned.
