To take a load off one's mind / To feel a weight lifted
Describes the feeling of relief when something worrying is resolved or a burden is removed.
When I finished the exam I felt a weight lifted off my shoulders.
—How do you feel? —I've taken an enormous load off my mind.
Telling him was like taking a weight off my shoulders.