The phrase often implies a slight or temporary alleviation, not a complete solution. A joke from a friend may take the edge off your anxiety for a bit.
Pro Tip 2/2
Emotional Context
Useful for describing a minor improvement in mood or emotions. Hearing her voice on the phone took the edge off his homesickness.