Forget is the present for the first person singular, first person plural, second person singular, second person plural, and third person plural i.e. I forget, we forget, you forget, all you suckaz forget, they forget
Forgot is the universal past tense...I/we/you/you(plural)/he/they forgot
Forgotten is the past participle of forget use it as an adjective or with the proper form of have