Science cannot adequately explain emotional phenomena such as feeling frustrated, falling in love, or being moved by a painting. Since they cannot be explained by physics, chemistry, or neurophysiology, human emotions must not be physical phenomena.
The assumption 'Every physical phenomenon can be explained by physics, chemistry, or neurophysiology' is required for the conclusion to follow logically.