Parameter passing is a crucial aspect of function calls in programming, determining how arguments are passed to functions and how they can be modified. The two primary methods are pass-by-value, where a copy of the argument is passed, and pass-by-reference, where a reference to the actual data is passed, allowing the function to modify the original variable.