Will nuclear energy ever run out?

Nuclear fission may do, though with fast breeder reactors we could make use of the large amount of Uranium 238 which is not useful at present, as we only use the U235 in the present type of reactors.

In the long term (probably 100 years or so) nuclear fusion may be usable, and this really would extend nuclear power for thousands of years.