The New York Yankees went booze bonkers after eliminating the Cleveland Indians in Game 5 of the ALDS Wednesday night ... celebrating with tons of bubbly and brew.

Didi Gregorious -- who single-handedly crushed Cleveland's dreams with 2 homers in the game -- picked up right where he left off the Wild Card victory party ... but on a budget this time around.

ICYMI -- Didi and Aaron Judge brought out the huge $300-a-bottle Ace of Spades champagne after beating the Twins last week. This time ... they went with $20 bottles of Mumm Napa Cuvee M.

Hey, whatever gets the job done, right?