One of the first rules i learned was start slow, and then build speed. In actuality you are helping yourself the play the songs more cleanly and correctly.
You're not hurting yourself at all. Slowing down the tempo is a great way to learn songs and get better in general. It's better to play something well at a slow tempo than to play it sloppy at a fast tempo. Just gradually work your way up to the proper speed.