The peat will release tannins which will color the water to a "tea" color. It's personal preference whether to keep it like that or not. Me personally, with the right lighting...it looks much better. To remove it, add carbon to your filter and increase water changes.

The key to good planted tanks is balance. You have to achieve the proper balance between lighting and nutrients.