The water in most of the big US aquifers is at least 10,000 years old. There are some exceptions like the Edwards Aquifer in Texas but for most, rainwater is irrelevant. The water was put there by glaciers during the last ice age and once it's gone, it's gone forever.
This is why most groundwater pumping is properly called water mining.