Many fission byproducts are much more radioactive, with shorter half-lives, than leftover U-235.
Storing spent fuel rods on-site is a temporary solution and can suffer from a catastrophic event such as the tsunami that disabled the Fukushima Daiichi plant in 2011.
A central storage such as one proposed for Yucca Mountain in Nevada faces political and logistical hurdles.