I will share my own answer because I had to search a little more to achieve my goal.
Cargo.toml
[dependencies]
rand = "0.7.3"
rand_distr = "0.3.0"
Code:
use rand_distr::{Normal, Distribution};
use rand::{Rng,SeedableRng};
use rand::rngs::StdRng;
fn main() {
    let mut r = StdRng::seed_from_u64(222); // <- Here we set the seed
    let normal = Normal::new(15.0, 5.0).unwrap(); //<- I needed Normal Standard distribution
    let v1 = normal.sample(&mut r); // <- Here we use the generator
    let v2 = normal.sample(&mut r);
    let n1: u8 = r.gen();   // <- Here we use the generator as uniform distribution
    let n2: u16 = r.gen();
    println!("Normal Sample1: {}", v1);
    println!("Normal Sample2: {}", v2);
    println!("Random u8: {}", n1);
    println!("Random u16: {}", n2);
}
My Output:
Normal Sample1: 12.75371699717887
Normal Sample2: 10.82577389791956
Random u8: 194
Random u16: 7290
As michaelsrb mentioned on his answer
Please note that this will guarantee the same values on different runs on your (build - Platform), the same seed used in a two months later version, could give different values.