NATO is an anti-Soviet alliance. It was set up to be a network of states which would all defend each other in the event that the Russians crossed the Inter-German border.

Because of its intent, it would be sort of counter productive to have Soviet Union join the anti-Soviet pact.

Follow up question: did the USSR ever actually try to join NATO?