The enzyme plus the substrate involved in the reaction are jointly called the

I think they are called the Enzyme-substrate complex. Enzyme substrate complex is the intermediate formed when a substrate molecule interacts with the active site of an enzyme. As a result of the formation of the complex the substrate undergoes a chemical reaction and is then converted to a new product.