This shows the binary, base64 without padding and base64 with padding:
NULL --> AA --> AA==
NULL NULL --> AAA --> AAA=
NULL NULL NULL --> AAAA --> AAAA
As you can see, all the padding does is make the base64 length a multiple of 4. You already get uniquely distinguishable symbols for the 3 cases (one, two or three NULL symbols) without the ='s, so they are unnecessary