Hub site navigation not showing when switched to classic experience on associated sites

Hi, we are having an issue setting up our new Intranet Hub Site. 

We already setup the Global Navigation in the root site using Mega Menu and it looks great however when we switched to associated site contents or just switching to classic experience, the Hub navigation disappeared and this will cause user experience issue having no way to navigate back or see the navigation.

Any help and guidance is appreciated!