In archaic usage, "forgot" can be a past participle of "forget." It is also occasionally used in poetry. In normal language, however (including both casual and formal English), we always use "forgotten" as the past participle.
You'll probably never see "forgot" as a past participle unless you're reading English texts that are several hundred years old.