What happens is that the trees in the Northern Hemisphere,which are mostly deciduous, lose their leaves in winter time.
They then stop photosynthesising and CO2 in the atmosphere goes up. And then in spring, they get their leaves back, start
photosynthesising like mad, and CO2 in the atmosphere falls down.