You look for mushrooms.
You search a place in order to look for something. So you could say:
'I searched the whole forest, but I couldn't find a single mushroom.'
the same as 'I was looking for my keys yesterday. I looked everywhere. I searched the whole house, but couldn't find them.'
I hope this helps.