This sounds like you may have a biomechanical issue.
This would explain why you have the relief while resting. Look to see if you are flatfooted or if you "pronate". If you do, the answer would be to try and wear a good orthotic device or arch support to support the foot. When a person is flatfooted it casues a biomechanical imbalance where pressure is placed on legs and inner knees.