It does make sense and there is no reason why you could not swim
in a pool full of tepid water. But the word 'tepid' can also mean
unenthusiastic as in "...the applause was tepid" so you may decide
not to. 'Tepid' is used mostly in cooking '...mix the yeast with
tepid water.'