I did some more investigation on this issue and it seems, that this is only happening, when I block the internet connection for the lamp. When the internet connection is not blocked, it works fine and does not become unavailable.
All other yeelight products (bulb 1, bulb 2, ceiling, bedside etc) work fine without internet, but the desk lamp does not.
@dingyichen Can you please investigate on this? Thanks!