Got the fix!!!
Ive been trying several fixes but non actually worked. I found out that connecting a smart plug to the Klipsh Stadium fixes the problem.
Whenever i want to use the Stadium, i just turn it on with Homekit and then connect thru BT. No need to press any button at all! Has been working 100% of the times so far :).
So happy of having my Stadium back!