I must emphatically disagree with your statement. There are plenty of very hard theoretical problems that experiments are regularly shedding new light on. The entire field of condensed matter and most of atomic, molecular and optical physics progress by both theory and experiment figuring out problems together.

Perhaps by "physics" you meant "particle physics"... but even in that field your statement would be hard to justify.