A reaction is a chemical process in which two or more substances act on each other and are changed. A reaction is also a person's ability to respond physically and mentally to external stimuli. Disappointment can be seen and worn on the face as a reaction. The joke is playing on the word reaction and its different meanings. 
For a chemist disappointed in an experiment the reaction was on his face .