Frank Elegar had a career-high 33 points and 17 rebounds for the Dragons, who had won three of four.
Delaware bounced back from a 35-28 deficit at the break by shooting 52 percent from the field in the second half. Egerson's layup put Delaware ahead for good, 58-56, with 4:43 remaining.