>Does it look bad If just quit my new job for another job with out 2 weeks notice?

Look bad to who and do you care?

>But then again would interviewer suspect of me of not being trustable/good worker?

Say you can work out a mutually agreeable start date.

>And should I say I recently just starting working there this week?

No