Does one individual atom stay the same speed in a Neon gas?

No. A gas atom will most likely change its speed everytime it collides with another gas atom. The AVERAGE speed of an individual atom (or molecule, depending on the gas) depends on the temperature. This is not specific to neon; all gases tend to behave similarly.