Do the side effects of prednisolone go away after I stopped?

Usually. If used for a short period of time steroids usually have no long term side effects. If taken for a longer period they may leed to weight gain, fullness of the face, skin, and bone problems. Discuss with your doctor if prescribed for a long period of time.