What are implications to supplier if recipient refuses to pay tax on reverse charge?

There is no recourse back to the supplier in case of default by recipient to discharge reverse charge liability.

(ICAI FAQ PUBLICATION 06-09-2017 : Levy and collection of tax- FAQ NO. 31)