The correct option is A I am going to a party this evening.
The event is going to happen this evening. Present continuous tense can be used to show that something will or will not happen in the near future, that is, subject+ am/is/are+ main verb+ing+ predicate. Therefore, Option A is correct. The rest of the options indicate the past, hence, incorrect.