Newton could not find the Gravitational Agent (it is his term) because of his Absolute Time.
Einstein rejected Absolute Time, introduced Time Dilation, but used 4-dimensional abstract surrogate (of 3-dimensional space and 1-dimensional time) to explain gravity. That was just math model, and not materialistic Newtonian Agent.