I think the joke is a pun. In chemistry, scientists study the way chemical compounds react to each other by introducing them to each other.  A person 'not reacting' to other people can mean they are ignoring them or might be stretched to imply that they are dead.
OLD CHEMISTS never die , they just stop reacting .