CurvedSpace, You have been taken in by the spurious concept of "relativistic mass". We get a question like this at least once a week. More often than not, the poster also asks whether the increasing mass of a moving object will cause it to turn into a black hole.
The mass of a moving object does not increase. Why does this idea even come up? Because the relativistic expression for momentum is p = γmv, and by defining a relativistic mass M = γm you can force this expression to look like its nonrelativistic form, p = Mv.
Having said that, the gravitational field of an object is produced by its energy-momentum, not its mass, and for a rapidly moving object this does increase, and so the answer to your question indirectly, is yes. Both the energy component T00, the momentum components T0i and the stress components Tij will all contribute to the gravitational field.