In international relations, there are no true friends. The only criterion is self-interest. Russia was an evil empire and wanted to convert India to its brand of evil socialism.
In any case, the Soviet Union was a failed economy that had to buy its food from the U. S., Australia and Canada. It had no resources to help India.