What is the substance being dissolved in a solution called?

The substance that is being dissolved is the solute.

By convention, when discussing solutions we say that a solute is dissolved into a solvent.

A solute is dissolved in a solvent to form a solution. For example, salt (the solute) is dissolved into water (the solvent) to form saline water (a solution).