Well it doesn't seem to be a problem with the brake booster at all.
I think it can be, either bad quality brake washers, or worn out master/wheel cylinder(s). Or may be both. Do not waste your money on replacing the brake booster. Check the master pump bore and washers. If the brake fluid level does not dorp, I'm pretty sure that the problem lies in the master pump itself.