Are calendar options eliminated from view/selecting once someone picks them?

Yes! Your booking page is updating in real-time as your invitees book meetings.

So it prevents them to book a time slot that was just booked a second before.

If you've connected a calendar, it will also check it for conflicts to prevent double-booking!