Why is the model called simple?
It is called simple because there is only one predictor, .
When there is more than one predictor, say predictors: , then the model is called multiple. See The Multiple Regression Model.
Interpretation of
When is increased by 1 unit, there is a change (increase or decrease depends on the sign) of unit in .