It is time I rediscovered myself !
Or better
It is high time I rediscovered myself !
Or
It is about time I rediscovered myself !
The major difference of this answer from the others is that a clause, instead of an infinitive, is used to convey the meaning. The use of the clause conveys stronger urgency to do something. Simple past tense should be used in such sentence structure.