I lease agricultural land from Lands Authority but did not apply under the Agricultural Land Scheme. Will my lease be terminated?

No.  You already hold a valid legal title to the land and this cannot be terminated unless you break the conditions of the lease.  You will therefore continue to hold the land under the same conditions as before.