Yes, there are differences in the pH (or pKa) of aqueous solutions of the various amines, but the difference is not strong.
Here is some data for a series of amines:
methylamine (primary) pKa = 10.64
dimethylamine (secondary) pKa = 10.71
trimetylamine (tertiary) pKa = 9.77
As you can see...