You should say:

"Je vais aller au Gabon le trois juin cet été."

this is the right way to write it....but....in the summer....is it for every summer or just this summer?? because if it's for only this summer...then the sentence above is correct....if it's for any summer...well put "en" instead of "cet".

Any question in french, ask me