Discharge it by inverting the multimeter tips, positive to drain, negative to gate, then it'll be completely off.
It heavily depends on the MOSFET, some are really sensitive.
Ground yourself, MOSFET gates can get damaged quite easily, anything over 20V is risky.
The gate capacitance is so small that it can pick dangerous voltage levels just by touching it due capacitive coupling.
I remember wasting few 2n7002 this way, worked until touched with my fingers, then it was gone, permanently shorted.
After damaging a few more, I set the DMM to measure ac voltage between myself and the socket's earth, was something like 140volts!
It's only a few micro/nanoamps, you don't feel anything, but enough to charge and kill a small MOSFET.