Tirumala, the abode of Lord Venkateswara, was caught in a massive flood of unprecedented scale on Thursday, leaving hundreds of pilgrims stranded even as a heavy downpour under the influence of a depression in Bay of Bengal battered the temple-town Tirupati and many parts of Chittoor district in Andhra Pradesh.