MS SQL Conditional WHERE clause

If a parameter is not null, then include it in the WHERE clause.  I am trying to avoid a complex IF or CASE.  There are 8 @parameters, my example for simplicity has only 3.  In English, if a @paramX is null do not include it in the WHERE clause.

The following doesn't work (you can't have the "AND" in the IsNull function.  I am just trying to describe the goal.
SELECT *
FROM TableX
WHERE
   IsNull(@param1, AND @param1 = col1)
   IsNull(@param2, AND @param2 = col2)
   IsNull(@param3, AND @param3 = col3)

The following doesn't work either (there is no INCLUDE used this way.  I am just trying to describe the goal.
SELECT *
FROM TableX
WHERE
   IF @param1 IS NOT NULL INCLUDE "AND @param1 = col1"
   IF @param2 IS NOT NULL INCLUDE "AND @param2 = col2"
   IF @param3 IS NOT NULL INCLUDE "AND @param1 = col3"

I believe a complicated IF statements can solve this but with 8 @parameters I would have 256 IF statements with the correct WHERE clause in each one.  There must be an easier and simpler way to do this.  Easier to code, debug, test, and maintain.

Kind Regard
Sam