I have the same amp and the same issue. From what I could find online it is normal for it to occur in ultralinear mode, the explanation was it is a capacitor discharging.
I usually use triode mode but when I don't I just switch it back before turning it off.
Very impressed with the sound and build quality of the X7. I upgraded the tubes and it's even better now.