The verb "cost" should be in past tense only if the rest of the sentence aligns grammatically.
However, to make it grammatically correct and natural, "cost" should be changed to "costs" if referring to present habitual or "costed" if past action was intended.
In this context, "costs ten thousand rupees" is correct.