There are big holes in the theories we come up with. The inability to reconcile QM and relativity is the most famous one. M-theory requires 11-dimensional spacetime, but no one has ever observed most of those dimensions. Recent astronomical measurements, if confirmed, may falsify parts of the standard model. The list is pretty long.