From my understanding acidity has to do with hydrogen atoms, and bases have to do with hydroxide ions (OH-).
So it's not completely out of the ordinary that alkynes, which are a type of hydrocarbon (an aliphatic hydrocarbon to be exact) might exhibit some of these characteristics.
I believe the reason WHY it's more acidic when compared to other hydrocarbons has something to do with its electron structure in a way that it is more willing to give up its hydrogen.
Hope that helps.