Question

why do the walls not collapse even when there is less air in it

Answer 1

It is because the trachea is supported by a series of C-shaped cartilage rings that run the length of it, down to where it bifurcates into the bronchi which prevent it from collapsing as a result of pressure changes like when there is very less air.