Classical Newtonian Mechanics and Classical Electromagnetism are completely known. There will be no more new discoveries. Countless refinements, new products with wonderful properties will continue to be created. These are not discoveries, but applications.
Quantum Mechanics (QM) and General Relativity (GR) are open fields for discovery. QM is especially incomplete, as any physicist will acknowledge. QM began as a search for observations that could not be explained by classical Mechanics and EM. Maxwell and then Planck provided the first glimpses of solutions. Einstein, Heisenberg, Dirac, Schrodinger, eretc...carried on the search.
It is in QM and GR that new discoveries in Physics will be made. This includes the super small and super big; subatomic particles, suns, black holes, on and on.

