Are you playing with random spells or choose?
In random spells mode, spell points are indeed quite rare and limited, you have to learn the spells from the orbs floating on pedestals. There are 2 per level.
Sometimes you can also have a chest with a blue circle on it that takes a blue lock. You may want to come back for it at some point