Well actually, no you won't. Because think about a rock that is 10m away from the centre, it too has an environment of extremely low gravity on it, sonce there is tons of Earth pulling it in all directions. This is why the centre of the Earth is composed of a very fluid (non dence) material, because the gravity is so low.
The best way to look at gravity when digging in the Earth is to do it ilke this. Let's say you are 1000m beneath the earth, the pull of gravity on you now is:
F_g = \frac{GM_{1} M_{2}}{(r - 1000m)^2}
I am assuming that the loss of mass from that 1000m less is neglegable but you can think of it this way. So the deeper you go down, is like decreasing the radius of your planet, so if you are 10m from the centre, the force of gravity on you would be the size of a force you would experience on a 10m radius planet, or barely nothing. If you don't understand, ask away?