The Instagram fitness star was pictured being stretchered face down out of the Delilah in West Hollywood, The Blast reports.
Hembrow is said to be on friendly terms with the family, appearing in a Good American clothing ad with Khloe Kardashian just last year.
The Queensland mother-of-two has a fitness app called Tammy Fit where she shares tips on how to live a healthier life.