Most people here are suggesting a whale is someone with hundreds of thousands of bitcoins, but in reality it depends on the coin. Someone who invested 1k in an ICO that generates just 500k is already kind of a whale in that coin especially if that coin has very little liquidity.

Look on any of the slack trading channels where someone who puts in a buy or sell of 5 btc for midcap coins are usually referred to as whales.