Does Newton's laws apply on earth even though we are constantly accelerating?

I thought it would be true because it would apply to the uniform circular motion wouldn't it?

Sure they apply. It is just that you need to include the rotation of the earth in your problem statement if doing a large scale problem. Google "coriolis acceleration" or "cyclone physics")