Your solutions root directory has a Test Results folder after test runs. If you look there, each run spits out a .TRX file with a timestamp of the test run as part of its name. Open this file and you will see that it is an XML file with a bunch of hard to read information about the test run. If you are looking for XML nodes "UnitTestResult", each of them will have the attribute "duration". This will show you how long each individual test took (assuming the test was run).
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