1. After "If I" you don't have to make the next word past tense, no.
2. See Re: Have or has.
3. In Let it go, go is an infinitive without to -- a bare infinitive -- invariable -- not an inflected form.
Let it go. Let us go. Let them go. Let Jack see it. Let the children see it.
let, make, have, and help all follow the same pattern: Make him go. Have her fix it. Help me do this.
CJ