Just the book for you:

"Who is Fourier: a mathematical adventure" https://www.amazon.com/Who-Fourier-Mathematical-Transnationa...

It is a simply brilliant book that takes you from basic trigonometry, logarithms and so on through calculus and finally fourier series.