Set difficult, but attainable goals for yourself, like, "I cant play that fast, but I wanna play Hot for Teacher in two monthes." or something. Then when you get there, not only will it have been a big confidence builder, but also a skill builder, and you can move on to harder songs and get even better.
And God said, 'Let there be rock!'
-And it was good