What rock song has an organ playing for the first part of then lyrics is whoo hoo right before he starts to sing?

The song you're describing is "In-A-Gadda-Da-Vida" by Iron Butterfly. The song starts with a long organ solo before the lyrics come in. The lyrics "whoo hoo" are repeated several times before the singing starts.