That is normal and doesn't happen when flying.
"I" term windup. It is not perfectly level, so it tries harder and harder to make it level by increasing some motors. When actually taking off, do not let it wind up before liftoff. Take off immediately with a quick jump to knee high with sticks neutral. You can practice this starting with not enough power and try more and more power till it comes up but not too much.