Pools head to Dale for the League Two clash on Easter Monday.
Assistant boss Michael Nelson will take charge.
Pools tweeted: “We can confirm that Graeme Lee has tested positive for COVID and will miss today’s fixture at Rochdale.
“Michael Nelson will take over first team duties.
“Speedy recovery, Gaffer.”