As a college-educated engineer, I guarantee that you learned much more than I ever did during my formal training. The only useful things I've learned for my job was learned after college, when I actually had to know stuff to be successful!

With that said, if you really like engineering, you can eventually get the PE with enough years' experience and get that pay increase. It may be worth it to you.