Quick release? Get rid of that. Use a proper clamp/bolt.

Then make sure it's torqued to spec. Once that's done, and if the seat still slips, do you have a seatpost-mounted taillight? Just put the clamp for the taillight on the seatpost, pressed as far down as it will go against the seat