I drove and watched fuel pressure on scanner. Pressure was dropping almost to 0, when I tried to accelerate.
It is most likely bad fuel pump. Parts are dirt cheap, so I'll get pressure sensor just in case, what else can be bad? At some point pressure went up to 70 PSI, which, I think, is too high.