Hong Kong hasn’t shaken its Hanergy problem just yet.

The latest proof that one of Asia’s biggest stock markets remains susceptible to dangerous bubble stocks is an obscure umbrella company turning into a multibillion-dollar mirage.

China Jicheng Holdings had its initial public offering in February and then rose 72-fold, giving the rain protection...