Spent the whole day in bed and had enough time to read through the PurePower manual, noticed that the power connector needs to be pushed in again after threading for proper locking.
It makes a satisfying click once it's locked. Mine was spinning freely for months now. Locking made an improvement in quality.
The manuals says "Push, thread, then push again"
Something worth checking?