Why did physicists at the beginning of the 20th century feel they needed a new — and strange — theory?

What is light? Sometimes it seems wave-like and sometimes particle like. See how Einstein applied his theory of relativity to the problem, predicted that photons have no mass and laid the foundations for quantum mechanics.