shouldn´t it be the same?
No, not at all.
setTimeout(alertFunc, 3000) passes the value of alertFunc (a reference to a function) into setTimeout. setTimeout stores that function reference in order to call it three seconds later.
setTimeout(alertFunc(), 3000) calls alertFunc, immediately, and passes its return value into setTimeout. Exactly the way foo(bar()) calls bar and passes its return value into foo.
