Yes, lease is liable to tax at the same rate at which the goods are liable. Once the goods are exempt, then by the same provision prescribing such a rate of tax for lease would also stand exempted
(ICAI FAQ PUBLICATION 06-09-2017 : Exemptions on Supply of Services – FAQ NO. 33)