That statement is true.
As you go deeper to the ground, there would be less space and pathways for air to come in. This mean that the amount of oxygen on lower part ot the excavation tend to be lesser compared to the upper ground.
The deeper ground would also tend to contain oil and gas that were formed through million years of process. These resources tend to be toxic and dangerous to be close by without wearing protective mask.