Thanks KaelYao-MSFT, if figured it out!
The problem was I have created the room resource in Exchange on-prem and not on the cloud.
So, yesterday I deleted it and created again but in Exchange O365 Admin Center on the cloud and now it's working as expected.
Thank you so much.