This initial "easy" strength gain is due to a phenomenon called neural adaptation. The nerves around the muscles change their behavior as they are stressed. (Source: medicalhealthpages.com)
In the initial phase the nerves fire more frequently causing increased muscle contraction and thus you become stronger. But when the associated muscle fibers around the motor unit reach max contraction capacity you reach a plateau.