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The small mushrooms (not the boss) will keep respawning so you can get money to buy mushroom soup.
The first mushroom boss also has attacks that can be dodged rather easily if you step back a few seconds. Don't spam attack, you will be locked into the attack unable to dodge. If you still make mistakes, use the mushroom soup to heal.