How do we age if we tunneled to Earth's core? Scenario
Suppose there exists an advanced technology that can hypothetically transport living humans to study the center of the Earth, as they goes deeper underground most of the Earth's mass would be above them and thus the gravity will seems lighter.
Question
Q1. I do not know if Newton's laws of gravity can be applied when a
    small mass is inside a big mass, any solution?
Q2. According to general relativity the effect of time dilation is more
    prominence as gravity increases, in this scenario how will the
    adventurer age?
 A: Firstly, the gravitational field inside the Earth, decreases with depth.
To a first approximation, you can use the shell theorem for spherically symmetric mass distributions to argue that the gravitational field at some depth is due only to the mass enclosed within a sphere interior to that depth. If we further make the crude assumption that the Earth's density is constant, we get a simple result:
$$ g(r) = \frac{4\pi r^3 \rho G}{3r^2} = g_0\left(\frac{r}{R}\right),$$
where $\rho$ is the density, $r$ is the distance from the Earth's centre, $R$ is the radius of the Earth and $g_0$ is the surface gravity.
Although this is a crude approximation it correctly predicts that gravity eventually gets weaker towards the centre and is roughly zero at the centre. (Edit: Note that a more accurate density profile has the gravity fairly constant until you reach the core at a radius of 3500km, follows by a pseudo-linear decrease to zero at the centre).
Secondly, even though the field gets weaker, the gravitational potential is still getting deeper. Gravitational time dilation works as follows. A clock in a stronger (more negative) gravitational potential will be observed to run slower by an observer further out of the potential well, and vice versa. In this case, the observer near the core is deeper in the potential. If someone travels to the core and then comes back, their clock will have run slower compared to one at the surface.
The size of the effect is tiny for the Earth's potential well (roughly 350 pico-seconds lost per second spent at the core) but the effect is similar in size to that which is corrected for in the atomic clocks used by GPS satellites in orbit around the Earth, which are in a region of lower (less negative) potential than a clock at the surface.
A: Q1.  In the case of a uniform spherical distribution you cannot sense anything further away from the center than you are.  This is directly derived from Gauss' law for gravity.  At the center you do not feel any net gravitational force from earth at all.  Think about it this way:  earth is pulling you up from all directions exactly the same way, so all the forces cancel out.
Q2.  Earth's gravitational field is nowhere near a blackhole so the time dilution effect is very small.  You can make very precise device to measure the effect, but a human being will not be able to notice any significant difference.
