Well, it is supposed to be “solid state” right? This gives the impression that it should be permanent. But in some cases solid state is apparently not quite so solid. :)
SDRAM memory is based upon charge retention in a device similar to a capacitor. The dielectric material that holds the charge wears out. The transistors in the circuit do not.