They supported that race just fine when oil was selling for a high price under the Carter Administration.
Reagan went full bore with the arms race as soon as he came into office.
Remember the “Strategic Defense Initiative” which was referred to as “Star Wars”? It scared the hell out of the Russians. This was about the time that the IBM PC came out. We were crushing the Russians with huge technology leaps. It pushed the Russians over the edge economically.