@zednam: I subscribe to two electronics magazines - Elektor (Dutch, the English language edition) and Practical Electronics (British). I've learned a tremendous amount from those two - especially Practical Electronics. It has always had excellent articles explaining electronics theory in a very accessible way, as well as loads of projects for you to get into. The projects always explain in detail how the design works, plus you'll get plenty of practice building things if you have a go at some of them.
Regarding designing and building your own circuits, don't underestimate the enormous amount there is to learn. Electronics is a big and complex subject, especially if you want to get into analogue electronics in a big way as well as digital. You said that your main aim just now is to build a solid foundation before going to college, which is an admirable approach. One way, which I cannot recommend highly enough, is to start with a magazine project but modify it in some way. Modifying an existing design is a good way of taking your first few steps on the learning curve. It requires you to understand the circuit somewhat, without necessarily being able to design it from scratch.
About circuit boards... your early projects should probably be on stripboard (prototyped on "breadboard", perhaps) because there is a cost involved in PCB manufacture. You could mess about etching your own boards, but it's a bit of a faff to be honest and they'll be nothing like professionally made boards. The obvious product to use would be KiCAD, it being the best of the free PCB design programs.
Realistically you'll probably want to learn to program microcontrollers. An excellent jumping off point is Arduino, which is a great ecosystem which makes things very easy for beginners. Eventually you will probably want to get closer "to the metal", and that might well take you towards the Microchip devices and development tools.
Another big area is digital signal processing (DSP). The concepts and mathematics are not easy, so you might want to leave this until college. It is possible, but difficult, to teach yourself DSP.
About the mathematics... get yourself up to speed on complex number theory if you can. It is very relevant to analogue filter design. Also, practice your algebra, which is important in general electronics design.
In terms of hardware, you'll need a soldering iron, a multimeter and a bench PSU. None of these need to be expensive. In my opinion the next tool to buy would be an oscilloscope. There is nothing like an oscilloscope for revealing what is going on in a circuit - it is unparalleled.
I could go on for ages, but that is probably enough for now. This will be an interesting thread as people proffer their own advice. As for now, get yourself a subscription to Practical Electronics plus a handful of back issues.