The Victory Day

We are сelebrating The Victory Day! ))

The tense called the "present continous" sounds good, because at the time you wrote your post, you were in the process of celebrating the holiday.

Compare:  We celebrate Victory Day every year on May 9.  (present simple)

               We are celebrating Victory Day today.   (present continous)