With quantum physics I'm a complete beginner, standing outside the door.
Tips
memory
Imagine an old-style hall (堂) that you reach by climbing steps (阶). A 阶下汉 is someone still at the foot of the steps — you haven't been admitted into the discipline yet. Compare 入门 ("to enter the door" = to become a beginner).