Looks like an allergy. Allergy is an abnormal immune response to a substance. It can be because of some food or medicine. You should go and see your doctor for proper check up and advice.
For relief of the itching you should take an anti-histamine medicine or tablet. This is probably what the doctor would prescribe if he thinks its an allergic reaction to something.